Pneumonia screener

Information

  • Patent Grant
  • 11185262
  • Patent Number
    11,185,262
  • Date Filed
    Friday, March 9, 2018
    6 years ago
  • Date Issued
    Tuesday, November 30, 2021
    2 years ago
Abstract
A device for obtaining physiological information including plethysmographs of a medical patient and detecting a condition of pneumonia. The portable pneumonia screening device may include one or more sensors configured to obtain physiological information. The pneumonia screener may provide for methods of selecting and interfaces to assist selecting a patient's age group. The screener may match a selected age group from a set of programmed threshold level of oxygen saturation, respiratory, pulse rate, or other physiological parameters to assist pneumonia diagnosis. The pneumonia screener may provide one or more visual and/or audio stimuli, such as an animation, sound or music. The visual and/or audio stimuli may indicate initialization, diagnostic in progress, completion, or other events or progress of events. In some embodiments, the visual and/or auditory stimuli may be used to soothe or intrigue the patient such that patient agitation is reduced during the screening process.
Description
TECHNICAL FIELD

In general, the present disclosure relates to methods and apparatuses for diagnosing pneumonia non-invasively and automatically.


BACKGROUND

Hospitals, nursing homes, and other patient care facilities typically include patient monitoring devices at one or more bedsides in the facility. Patient monitoring devices generally include sensors, processing equipment, and displays for obtaining and analyzing a medical patient's physiological parameters such as blood oxygen saturation level, respiratory rate, pulse rate, and the like. Clinicians, including doctors, nurses, and other medical personnel, use the physiological parameters obtained from patient monitors to diagnose illnesses and to prescribe treatments. Clinicians also use the physiological parameters to monitor patients during various clinical situations to determine whether to increase the level of medical care given to patients.


Examples of non-invasive patient monitoring devices include pulse oximeters. Pulse oximetry is a widely accepted noninvasive procedure for measuring the oxygen saturation level of arterial blood, an indicator of a person's oxygen supply. A pulse oximeter generally includes one or more light sources transmitting optical radiation into or reflecting off through a portion of the body, for example a digit such as a finger, a hand, a foot, a nose, an earlobe, or a forehead. After attenuation by tissue and fluids of the portion of the body, one or more photodetection devices detect the attenuated light and output one or more detector signals responsive to the detected attenuated light. The oximeter may, in various embodiments, calculate oxygen saturation (SpO2), pulse rate, a plethysmograph waveform, perfusion index (PI), pleth variability index (PVI), methemoglobin (MetHb), carboxyhemoglobin (CoHb), total hemoglobin (tHb), glucose, and/or otherwise, and the oximeter may display on one or more monitors the foregoing parameters individually, in groups, in trends, as combinations, or as an overall wellness or other index. An example of such an oximeter, which can utilize an optical sensor described herein, are described in U.S. application Ser. No. 13/762,270, filed Feb. 7, 2013, titled “Wireless Patient Monitoring Device,” U.S. application Ser. No. 14/834,169, filed Aug. 24, 2015, titled “Wireless Patient Monitoring Device,” and U.S. application Ser. No. 14/511,974, filed Oct. 10, 2014, titled “Patient Position Detection System,” the disclosures of which are hereby incorporated by reference in their entirety. Other examples of such oximeters are described in U.S. application Ser. No. 09/323,176, filed May 27, 1999, titled “Stereo Pulse Oximeter,” now U.S. Pat. No. 6,334,065, the disclosure of which is hereby incorporated by reference in its entirety.


In noninvasive devices and methods, a sensor is often adapted to position a portion of the body proximate the light source and light detector. In one example, noninvasive sensors often include a clothespin-shaped finger clip that includes a contoured bed conforming generally to the shape of a finger. An example of such a noninvasive sensor is described in U.S. application Ser. No. 12/829,352, filed Jul. 1, 2010, titled “Multi-Stream Data Collection System for Noninvasive Measurement of Blood Constituents,” now U.S. Pat. No. 9,277,880, the disclosure of which is hereby incorporated by reference in its entirety. In another example, noninvasive sensors can include one or more sensing components, such as the light source and/or the photodetectors on an adhesive tape, such as described in U.S. application Ser. No. 13/041,803, filed May 7, 2011, titled “Reprocessing of a physiological sensor,” now U.S. Pat. No. 8,584,345, the disclosure of which is hereby incorporated by reference in its entirety.


The patient monitoring devices can also communicate with an acoustic sensor comprising an acoustic transducer, such as a piezoelectric element. The acoustic sensor can detect respiratory and other biological sounds of a patient and provide signals reflecting these sounds to a patient monitor. An example of such an acoustic sensor, which can implement any of the acoustic sensing functions described herein, is described in U.S. application Ser. No. 12/643,939, filed Dec. 21, 2009, titled “Acoustic Sensor Assembly,” and in U.S. Application No. 61/313,645, filed Mar. 12, 2010, titled “Acoustic Respiratory Monitoring Sensor Having Multiple Sensing Elements,” the disclosures of which are hereby incorporated by reference in their entirety.


SUMMARY

The present disclosure describes methods and apparatuses for diagnosing pneumonia with a patient's physiological information. In developing countries, access to adequate healthcare is often limited. Local care providers often have limited training at best. The present disclosure provides a low cost accurate and very user-friendly system to detect pneumonia. The present disclosure has specific application to pediatric patients.


The disclosure provides a portable pneumonia screening device including one or more sensors configured to obtain physiological information. The one or more sensors can include one or more optical sensors.


The pneumonia screener can provide interfaces to assist selecting a patient's age group. The pneumonia screener may provide age group in terms of months or years, including age group of one or more months such as 0 to 2 months. The screener may match a selected age group from a set of programmed threshold levels of oxygen saturation, respiratory, pulse rate, or other physiological parameters to assist pneumonia diagnosis.


The pneumonia screener can provide a clinician, a user, operator, or a patient with one or more instructions. The instructions may be displayed on a monitor of the screener as legible instructions or graphical representations. The instructions can, in addition or alternatively, be audio prompts through a speaker, such as voice prompts. The screener may require user interaction before proceeding to a next instruction. A failed compliance with an instruction can optionally re-prompt the instruction, re-initialize a procedure related to the instruction, or change the means of instruction conveyance. The instructions may be static or animated.


The pneumonia screener can provide one or more audio stimuli (for example, sounds and/or music). In addition to the instructive voice prompts, the sounds and music may indicate initialization of the screener and/or entry of user input. The screener may also use the sounds and music to indicate initialization, diagnostic in progress, completion, or other events or progress of events. The sounds or music may be coupled with visual stimuli, such as an animation.


The pneumonia screener can provide a diagnostic indicator indicating detection of pneumonia. The screener can provide additional diagnostic information related to and indicating severity of pneumonia.


For purposes of summarizing the disclosure, certain aspects, advantages and novel features of the inventions have been described herein. It is to be understood that not necessarily all such advantages can be achieved in accordance with any particular embodiment of the inventions disclosed herein. Thus, the inventions disclosed herein can be embodied or carried out in a manner that achieves or optimizes one advantage or group of advantages as taught herein without necessarily achieving other advantages as can be taught or suggested herein.





BRIEF DESCRIPTION OF THE DRAWINGS

Various embodiments will be described hereinafter with reference to the accompanying drawings. These embodiments are illustrated and described by example only, and are not intended to limit the scope of the disclosure. In the drawings, similar elements have similar reference numerals.



FIG. 1A illustrates a pneumonia screener.



FIG. 1B illustrates an oximetry sensor that may connect to the pneumonia screener in FIG. 1A.



FIG. 2 illustrates an interface showing age group selection screen.



FIG. 3 illustrates an interface showing an instruction screen.



FIG. 4 illustrates an interface showing an animation indicative of diagnostic in progress.



FIG. 5 illustrates a system block diagram of a pneumonia diagnostics system.





DETAILED DESCRIPTION

The present disclosure describes methods and apparatuses for diagnosing pneumonia with a patient's physiological information. Pneumonia can occur at any age, but it is more common in younger children. For instance, pneumonia accounts for 13% of all infectious illnesses in infants younger than 2 years. The high rate of occurrence is, to say the least, of great concern as pneumonia accounts for 16% of all deaths of children under 5 years old, killing 920,136 children in 2015.


The World Health Organisation (WHO) programme to control pneumonia uses clinical signs to identify pneumonia, and to assess its severity and whether there is a need for hospitalization. However, identification of pneumonia during early infancy presents a special challenge with respect to both assessment and management because clinical presentation of pneumonia is often similar to that of sepsis, meningitis, or a urinary tract infection. To address the difficulty in assessment, WHO points to examining the child's respiration rate during a physical exam as an important first step in diagnosing pneumonia.


Specifically, WHO has identified respiratory rate thresholds pointing to a sign of pneumonia by age groups, such as greater than equal to 60 breaths per minute for children younger than 2 months, greater than or equal to 50 breaths per minute for children aged 2-11 months, and greater than or equal to 40 breaths per minute for children aged 12-59 months. When respiratory symptoms are present, assessment of oxygen saturation by pulse oximeters to supplement the respiratory rates can be used for more accurate diagnosis. Respiratory readings, along with oxygen saturation, pulse rate, temperature, and other physiological parameters, can provide a highly effective detection analysis.


However, several factors make accurate and reliable detection of respiratory rates and other physiological parameters in children difficult. For example, children often have a different state of mind than an average adult patient in that they are easily distracted or agitated. Agitated children tend to move about, causing noise on the measurement signal that can degrade the measurement and lead to inaccurate results.


The disclosure describes a pneumonia screener that provides methods and components to help a child be still while the screener takes measurements of physiological parameters. The screener may utilize visual and/or auditory stimuli on a display and/or using a speaker, respectively, to soothe or intrigue the child causing the child to focus on the screen and reduce child agitation. Visual stimuli may be a display of static pictures, animations, or both. The animations may be played or repeated while the screener obtains and/or processes raw data and comes up with its diagnosis. Auditory stimuli may be music or some sound effect in relation to the pictures or animations. Detailed aspects of the invention are further described below.



FIG. 1A illustrates an embodiment of the pneumonia screener 100. The pneumonia screener 100 shown includes a sensor interface 102 for attaching one or more sensors, a display 104, a speaker (shown in FIG. 3), various buttons 106, 108, and 110, and a device body 112. The buttons may include a back button 106, a menu button 108, and a system setting button 110. The display 104 may be a touch screen display thereby reducing the number of physical buttons and greatly simplifying the understanding and the operation of the screener. For example, the touchscreen display 104 identifies the pneumonia screener to the user as a pneumonia screener and invites a user interaction to proceed with step by step instructions. The screener may use familiar smartphone layout to provide more intuitive user interface. The screener may also maintain its familiar smartphone look and feel through its positioning of familiar and most frequently used functions such as back functionality 106, menu functionality, and system setting functionality 110 as separately labelled buttons.


The back button 106 can provide a quick access to cancel the current operation and return to the previous screen where accidental touching of the touchscreen display 104 can cause unintended inputs. The menu button 108 may provide a quick access to often sought out procedures or change of music or animation (disclosed below in reference to FIG. 4). The system setting button 110 may provide a quick access to change of display 104 settings, such as brightness or contrast, volumes, or preferred measurement units, such as Fahrenheit or Celsius.



FIG. 1B illustrates an embodiment of an optical sensor 150 that mechanically and electrically attaches to the screener body 112 in FIG. 1A through the sensor interface 102 in FIG. 1A. The pneumonia screener 100 includes hardware and/or software capable for determining and/or monitoring blood oxygenation levels, blood flow, respiratory rates, and/or other physiological parameters. For example, a pulse oximetry system may use an optical sensor 150 clipped onto a patient's finger, for example, to measure blood oxygenation levels, heart rate, blood flow, respiratory rates, and/or the like. In some embodiments, the optical sensor 150 may be take on other form factors for easier attachment to other attachment sites, such as toe tips, or nose.



FIG. 2 illustrates an embodiment showing age group selection screen. As described above, one of the indicators of pneumonia is respiratory rate which has different thresholds for different age groups. The age groups are not necessarily defined in years but may be defined in terms of months. Further, different respiratory rate detection thresholds can be used to determine pneumonia in children. The touchscreen display 104 may prompt an operator to a selection of age group. The illustration shows the age groups of 0-2 months 202, 2-12 months 204, and 12-59 months 206. Further, each age group can have defined respiratory rate threshold for determining pneumonia, for example greater than equal to 60 breaths per minute, 50 breaths per minute, and 40 breaths per minute for each group, respectively. A selection of an age group pairs the selected age group with the age group's related threshold respiratory rate programmed in a memory inside the screener. Additionally, the pneumonia screener 100 may match other measurement thresholds, such as oxygen saturation, pulse rate, or other physiological parameters, with the selected age group. The touchscreen display 104 may display more age groups and related thresholds for each provided age group. The pneumonia screener 100 can provide a confirming user interface, such as the Next button 208. The button may have been deactivated (for example, greyed-out and/or unselectable) until a user selects an age group. Optionally, the screener 100 may not include or skip the confirmation user interface 208 and simply move to a next diagnostic step upon a selection of an age group. In this case, a user may press/touch the back button 106 to return to the age group selection.



FIG. 3 illustrates an example instruction screen. A user is instructed to place an optical sensor 150 on a finger, a toe, ear or other tissue interrogation site. The instruction is displayed on the touchscreen display 104. As shown, the instruction may be written (“place sensor”) or demonstrated with one or more graphical, moving image or video representations. A user may be required to press/touch the Start button 304 to proceed with the diagnostics after placing the sensors. One or more sensors 200 may detect their placements from change in optical or electrical readings and report the placement to the screener. Optionally, the Start button 304 may be deactivated until the sensor reports its placement and may only be activated after the placement. Optionally, the screener may automatically proceed to the pneumonia diagnostics upon the report of the placement. A failed compliance with an instruction can cause a re-prompt of the instruction, re-initialization of a procedure related to the instruction, or change of instruction conveyance. The instructions may appear static or animated or may include one or more instructional videos.


The screener may instruct the user with voice prompts or sound cues. In addition to written and demonstrative instructions or in place of them, for example, the screener in FIG. 3 include audio or voice prompts including, but not limited to, “place sensor,” “place sensor on the patient's finger tip,” or some similar instruction. The sound may come out from the screener's speaker 306 or through some other sound outputting device. In addition to prompting contexts, the written, demonstrative, or sound cues may also be used in informing contexts. For example, in addition to voice prompts requesting user interactions, such as “place sensor,” the screener may provide updates to the diagnostic process, such as “initializing device” or “searching for pulse.” Also, in lieu of voice updates, sound cues, such as a chime, may update the user for events like completion of the pneumonia detection process.



FIG. 4 illustrates an interface showing an animation indicative of a diagnostic in progress. After an optical sensor 150 is placed on a patient and diagnostic process has begun, the screener collects physiological information from the optical sensor 150. The pneumonia screener 100 analyzes these plethysmographs to obtain various physiological parameters including oxygen saturation level 402, pulse rate 404, and respiratory rates 406. These three readings are highly informative to a pneumonia diagnosis. Additionally, the non-invasive nature of optical sensors 200 appeals to a wide audience of doctors and patients.


The collection of physiological information and analyses are not instantaneous and can take time to complete. Complicating the diagnostics is the fact that pulse rate and respiratory have strong correlation with a patient's state of mind. When a patient is a child, accurate measurement becomes even more difficult. As described, children are easily distracted or agitated. An agitated or distracted child may show measurements exceeding threshold as a result of the distraction or agitation, making the whole diagnosis unreliable. Similar problems exist with adults.



FIG. 4 illustrates a solution to the patient's distraction and/or agitation. The screener 100 can provide some media content (for example, an animation 408, music, or both) to the patient. The animation 408 can show an elephant or other animal or character slowly walking from left to right. The screener may output audio stimuli, such as elephant noises and/or elephant's footstep sounds, through one or more speakers 306 attached to the screener. Other animal, character or attention grabbing noises can also sound. The screener may play interesting music along with the animation. The elephant can be replaced with a giraffe or a moose. Multiple animals or characters walking in tandem can also be presented, either the same or different animals or characters. The displays of animal or character animations should not be considered limiting. In addition to any animals or characters, any type of animation (including static pictures) and sound (including music) that invites a child's intrigue and occupies the child's mind during the diagnostic process may be utilized. As the animation and music catches the child's attention, the child becomes distracted into, instead of distracted away from, the screener 100 which helps to calm the child during the diagnostic. Any animation may be synchronized with music.


The screener 400 may simultaneously present media content along with diagnostic progress indicators or diagnostic readings. For example, the screener 400 may restrict the presentation of the media content to a portion of the display real estate and utilize the remaining display real estate for the diagnostic progress indicators or diagnostic readings. For example, FIG. 4 illustrates the screener 400 presenting an animation 408 near the bottom portion of the display with an indication that it is searching for pulse near the top portion. The animation can be portioned to occupy various areas of the display real estate, such as the bottom third or fourth. In the example illustration, the screener 400 indicates one or more physiological data and/or test results (for example, oxygen saturation 402, pulse rate 404, and respiratory rate 406) in the middle portion. Optionally, a detected waveform may be indicated.


The portioning of the display real estate allows the patient to remain calm while a care provider can confirm that the measurement is taking place. The care provider can catch any problem affecting diagnostics, such as misplaced sensors or undesired patient movements, in real-time and address the problem without having to wait until the completion of the diagnostic process.


The screener may include such media content internally in its memory. Alternatively or in addition to, the screener may access a media content server via its communication interfaces and download or stream media content. For example, the screener may present, via streaming or download, latest episodes of a cartoon during the diagnostics.


The pneumonia screener can report out whether it has detected pneumonia based on the age group input and the physiological parameter readings. The report may be accompanied with a visual indication, sound indication, or both. The pneumonia screener may also report out the severity of pneumonia based on the deviation from the stored threshold parameters or related tolerances. Each age group may have multiple associated threshold values each threshold value associated with a severity of pneumonia. The screener may report severity based on the threshold value associated with the determined respiratory rate of the patient.



FIG. 5 illustrates an example system block diagram of the example pneumonia diagnostics systems described herein. As depicted in FIG. 5, the pneumonia diagnostics system 500 can include a pneumonia screener 502. The pneumonia screener 502 may be small, light, and durable enough to be portable. The architecture of the pneumonia diagnostics system 502 can include an arrangement of computer hardware and software components used to implement aspects of the present disclosure. The pneumonia diagnostics system 502 may include more or fewer elements than those shown in FIG. 5. It is not necessary, however, that all of these elements be shown in order to provide an enabling disclosure.


As illustrated, the pneumonia screener 502 can include a hardware processor 504, a memory 506, a power source 508, a communication interface 510, a sensor interface 518, and/or an input/output device interface 520, all of which can communicate with one another by way of a communication bus 522 or any other data communications technique. The hardware processor 504 can read and write to the memory 506 and can provide output information for the display 542 via the input/output device interface 520. The example graphical user interfaces 400 of FIGS. 1A, 2, 3, and 4 and/or other media content can be presented on the speaker 540 and display 542. For example, an animation can be played on the display 542 with along with music on the speaker 540. The input/output device interface 520 can also accept input from an input device 544, such as a physical button, digital pen, touch screen, gesture recognition system, and/or another input device capable of receiving user input. The display 542 and the input device 544 can have the same form factor and share some resources, such as in a touch screen-enabled display.


The pneumonia screener 502 can be connected to a media content server 546 via one or more networks 548 (such as the Internet, 3G/Wi-Fi/LTE/5G networks, satellite networks, etc.). The pneumonia screener 502 can stream or download media content from the media content server 546 through wired connections 512 or wireless connections 514. Additionally, the pneumonia screener 502 may acquire new media content via other ports 516 by physically coupling external storage, such as USB thumb drives. Some media content may be stored in and accessed from the screener's internal media content module 538.


The pneumonia screener 502 may interface with one or more sensors 550 via its sensor interface 518 (e.g., FIG. 1A, 102). Various types of sensors may be connected to the pneumonia screener 502 including acoustic sensor or an optical sensor. The one or more sensors can provide the pneumonia screener 502 with physiological parameter readings indicative of an existence of a pneumonia condition.


The memory 506 can contain computer program instructions (grouped as modules or components in some embodiments) that the hardware processor 504 can execute in order to implement one or more embodiments described herein. The memory 506 can generally include RAM, ROM and/or other persistent, auxiliary or non-transitory computer-readable media. The memory 506 can store an operating system 524 that provides computer program instructions for use by the hardware processor 504 in the general administration and operation of the pneumonia screener 502.


The memory 506 can include computer program instructions and other information for implementing aspects of the present disclosure including a respiratory rate calculation module 526, pulse rate calculation module 528, oxygen saturation calculation module 530, other measurement modules 532 pneumonia diagnostics module 534, media content module 538, and/or any combination of modules.


The pneumonia diagnostics module 534 can, from one or more physiological parameters determined from other modules (for example, 526, 528, 530, 532), determine a patient's likelihood of having a pneumonia condition. The pneumonia diagnostics module 534 may include age and related detection threshold associations 536 with which it can diagnose the likelihood of the pneumonia condition. The pneumonia diagnostics module 534 can indicate the result of diagnosis via the display and/or the speaker. In some embodiments, the results may only be indicated with a set of distinguishable sounds so as to not disturb the patient with the diagnosis. For example, an absence of pneumonia condition may be indicated with a high pitch tone while an existence of pneumonia condition may be indicated with a low pitch tone.


The pneumonia screener 502 may include media content module 538 that stores, indexes, and/or otherwise make media content available for the pneumonia screener 502 for presentation to the speaker 540 and/or display 542. Based on the patient interactions received through the one or more input devices 544, the pneumonia screener 502 may alter the media content presented to the patient.


The pneumonia screener 502 may be a stand-alone device configured to couple with one or more sensors 550. The pneumonia screener 502 may be an application configured to run on a mobile device, such as a smart phone or a tablet computer, which can be coupled with the one or more sensors 550 via the mobile device's interfaces.


Terminology


Many other variations than those described herein will be apparent from this disclosure. For example, certain acts, events, or functions of any of the algorithms described herein can be performed in a different sequence, can be added, merged, or left out altogether (e.g., not all described acts or events are necessary for the practice of the algorithms). Moreover, acts or events can be performed concurrently, e.g., through multi-threaded processing, interrupt processing, or multiple processors or processor cores or on other parallel architectures, rather than sequentially. In addition, different tasks or processes can be performed by different machines and/or computing systems that can function together.


It is to be understood that not necessarily all such advantages can be achieved in accordance with any particular embodiment of the embodiments disclosed herein. Thus, the embodiments disclosed herein can be embodied or carried out in a manner that achieves or optimizes one advantage or group of advantages as taught herein without necessarily achieving other advantages as may be taught or suggested herein.


The various illustrative logical blocks and modules described in connection with the examples disclosed herein can be implemented or performed by a machine, such as a general purpose processor, a digital signal processor (DSP), an application specific integrated circuit (ASIC), a field programmable gate array (FPGA) or other programmable logic device, discrete gate or transistor logic, discrete hardware components, or any combination thereof designed to perform the functions described herein. A general purpose processor can be a microprocessor, but in the alternative, the processor can be a controller, microcontroller, or state machine, combinations of the same, or the like. A processor can include electrical circuitry or digital logic circuitry configured to process computer-executable instructions. In another example, a processor includes an FPGA or other programmable device that performs logic operations without processing computer-executable instructions. A processor can also be implemented as a combination of computing devices, e.g., a combination of a DSP and a microprocessor, a plurality of microprocessors, one or more microprocessors in conjunction with a DSP core, or any other such configuration. A computing environment can include any type of computer system, including, but not limited to, a computer system based on a microprocessor, a mainframe computer, a digital signal processor, a portable computing device, a device controller, or a computational engine within an appliance, to name a few.


The steps of a method, process, or algorithm described in connection with the examples disclosed herein can be embodied directly in hardware, in a software module stored in one or more memory devices and executed by one or more processors, or in a combination of the two. A software module can reside in RAM memory, flash memory, ROM memory, EPROM memory, EEPROM memory, registers, hard disk, a removable disk, a CD-ROM, or any other form of non-transitory computer-readable storage medium, media, or physical computer storage known in the art. An example storage medium can be coupled to the processor such that the processor can read information from, and write information to, the storage medium. In the alternative, the storage medium can be integral to the processor. The storage medium can be volatile or nonvolatile. The processor and the storage medium can reside in an ASIC.


Conditional language used herein, such as, among others, “can,” “might,” “may,” “e.g.,” and the like, unless specifically stated otherwise, or otherwise understood within the context as used, is generally intended to convey that certain embodiments include, while other embodiments do not include, certain features, elements and/or states. Thus, such conditional language is not generally intended to imply that features, elements and/or states are in any way required for one or more embodiments or that one or more embodiments necessarily include logic for deciding, with or without author input or prompting, whether these features, elements and/or states are included or are to be performed in any particular embodiment. The terms “comprising,” “including,” “having,” and the like are synonymous and are used inclusively, in an open-ended fashion, and do not exclude additional elements, features, acts, operations, and so forth. Also, the term “or” is used in its inclusive sense (and not in its exclusive sense) so that when used, for example, to connect a list of elements, the term “or” means one, some, or all of the elements in the list. Further, the term “each,” as used herein, in addition to having its ordinary meaning, can mean any subset of a set of elements to which the term “each” is applied.


Disjunctive language such as the phrase “at least one of X, Y, or Z,” unless specifically stated otherwise, is otherwise understood with the context as used in general to present that an item, term, etc., may be either X, Y, or Z, or any combination thereof (e.g., X, Y, and/or Z). Thus, such disjunctive language is not generally intended to, and should not, imply that certain embodiments require at least one of X, at least one of Y, or at least one of Z to each be present.


Unless otherwise explicitly stated, articles such as “a” or “an” should generally be interpreted to include one or more described items. Accordingly, phrases such as “a device configured to” are intended to include one or more recited devices. Such one or more recited devices can also be collectively configured to carry out the stated recitations. For example, “a processor configured to carry out recitations A, B and C” can include a first processor configured to carry out recitation A working in conjunction with a second processor configured to carry out recitations B and C.


While the above detailed description has shown, described, and pointed out novel features as applied to various embodiments, it will be understood that various omissions, substitutions, and changes in the form and details of the devices or algorithms illustrated can be made without departing from the spirit of the disclosure. As will be recognized, certain embodiments of the inventions described herein can be embodied within a form that does not provide all of the features and benefits set forth herein, as some features can be used or practiced separately from others.


Additionally, all publications, patents, and patent applications mentioned in this specification are herein incorporated by reference to the same extent as if each individual publication, patent, or patent application was specifically and individually indicated to be incorporated by reference.

Claims
  • 1. An electronic system for determining an existence of pneumonia condition, the electronic system comprising: at least one optical sensor configured to attach to a patient and measure physiological parameters indicative of a respiratory rate of the patient;a user interface configured to receive age information associated with the patient;a memory configured to store associative information between a plurality of patient ages and normal respiratory rates for each corresponding patient age, wherein at least some of the plurality of patient ages are represented by age groups having a minimum age and a maximum age; anda hardware processor configured to:determine the respiratory rate of the patient from the measured physiological parameters;receive at least one patient information indicative of an age of the patient;access the memory and acquire, based at least in part on the age of the patient, a normal respiratory rate for comparison with the determined respiratory rate of the patient;compare the determined respiratory rate of the patient with the normal respiratory rate;determine, based on a result of the comparison, a likelihood of the patient having a pneumonia condition; andgenerate a diagnostic report including the likelihood of the pneumonia condition; wherein generating the diagnostic report comprises outputting at least one of a visual indication or a sound indication to the patient indicating the likelihood of the pneumonia condition.
  • 2. The electronic system according to claim 1, wherein the normal respiratory rate is represented by a threshold respiratory rate.
  • 3. The electronic system according to claim 2, wherein, when the determined respiratory rate of the patient is above the threshold respiratory rate, the system diagnoses the patient with a pneumonia condition.
  • 4. The electronic system according to claim 1, wherein the minimum age or the maximum age is represented in terms of months.
  • 5. The electronic system according to claim 1, wherein each age group is associated with two or more threshold respiratory rates and each of the two or more threshold respiratory rates is associated with a severity level of the pneumonia condition.
  • 6. The electronic system according to claim 1, further comprising a display and/or a speaker.
  • 7. The electronic system according to 6, wherein the display is a touchscreen comprising both the display and the user interface.
  • 8. The electronic system according to claim 6, wherein the speaker and/or the display provide media content including static images, animation, sound, and/or music for visual and/or audio stimuli.
  • 9. The electronic system according to claim 8, wherein the visual and/or audio stimuli reduces patient agitation such that the respiratory rate of the patient is accurate.
  • 10. The electronic system according to claim 8, wherein the media content includes instructions to a user directed to attachment of the at least one optical sensor, use of the system, provision of the patient age, initiation of pneumonia diagnostic, and/or interpretation of diagnostic results.
  • 11. The electronic system according to claim 10, wherein the instructions are voice prompts.
  • 12. The electronic system according to claim 11, wherein the attachment of the at least one optical sensor on the patient automatically causes the system to proceed to a next media content.
  • 13. The electronic system according to claim 9, wherein the patient interacts with the animation via the user interface and, in response to patient interaction, the system alters media content provided.
  • 14. The electronic system according to claim 9, further comprising a communication module configured to receive an update or addition to available media content.
  • 15. The electronic system according to claim 1, wherein the at least one optical sensor measure physiological parameters indicative of a pulse rate, temperature, or oxygen saturation of the patient.
  • 16. The electronic system according to claim 15, wherein the hardware processor is configured to receive the pulse rate, temperature, or oxygen saturation from the at least one optical sensor and adjust the determination of likelihood of the patient having a pneumonia condition based at least in part on the pulse rate, temperature, or oxygen saturation.
  • 17. The electronic system according to claim 16, wherein the hardware processor is configured to receive the pulse rate, temperature, or oxygen saturation from the at least one optical sensor and adjust the threshold respiratory rate.
INCORPORATION BY REFERENCE TO ANY PRIORITY APPLICATIONS

Any and all applications for which a foreign or domestic priority claim is identified in the Application Data Sheet as filed with the present application are hereby incorporated by reference under 37 CFR 1.57. This application is a non-provisional of U.S. Provisional Application No. 62/470,096, filed Mar. 10, 2017, titled “PNEUMONIA SCREENER,” incorporated herein by reference in its entirety.

US Referenced Citations (990)
Number Name Date Kind
4960128 Gordon et al. Oct 1990 A
4964408 Hink et al. Oct 1990 A
5041187 Hink et al. Aug 1991 A
5069213 Polczynski Dec 1991 A
5163438 Gordon et al. Nov 1992 A
5319355 Russek Jun 1994 A
5337744 Branigan Aug 1994 A
5341805 Stavridi et al. Aug 1994 A
D353195 Savage et al. Dec 1994 S
D353196 Savage et al. Dec 1994 S
5377676 Vari et al. Jan 1995 A
D359546 Savage et al. Jun 1995 S
5431170 Mathews Jul 1995 A
5436499 Namavar et al. Jul 1995 A
D361840 Savage et al. Aug 1995 S
D362063 Savage et al. Sep 1995 S
5452717 Branigan et al. Sep 1995 A
D363120 Savage et al. Oct 1995 S
5456252 Vari et al. Oct 1995 A
5479934 Imran Jan 1996 A
5482036 Diab et al. Jan 1996 A
5490505 Diab et al. Feb 1996 A
5494043 O'Sullivan et al. Feb 1996 A
5533511 Kaspari et al. Jul 1996 A
5534851 Russek Jul 1996 A
5561275 Savage et al. Oct 1996 A
5562002 Lalin Oct 1996 A
5590649 Caro et al. Jan 1997 A
5602924 Durand et al. Feb 1997 A
5632272 Diab et al. May 1997 A
5638816 Kiani-Azarbayjany et al. Jun 1997 A
5638818 Diab et al. Jun 1997 A
5645440 Tobler et al. Jul 1997 A
5671914 Kalkhoran et al. Sep 1997 A
5685299 Diab et al. Nov 1997 A
5726440 Kalkhoran et al. Mar 1998 A
D393830 Tobler et al. Apr 1998 S
5743262 Lepper, Jr. et al. Apr 1998 A
5747806 Khalil et al. May 1998 A
5750994 Schlager May 1998 A
5758644 Diab et al. Jun 1998 A
5760910 Lepper, Jr. et al. Jun 1998 A
5769785 Diab et al. Jun 1998 A
5782757 Diab et al. Jul 1998 A
5785659 Caro et al. Jul 1998 A
5791347 Flaherty et al. Aug 1998 A
5810734 Caro et al. Sep 1998 A
5823950 Diab et al. Oct 1998 A
5830131 Caro et al. Nov 1998 A
5833618 Caro et al. Nov 1998 A
5860919 Kiani-Azarbayjany et al. Jan 1999 A
5890929 Mills et al. Apr 1999 A
5904654 Wohltmann et al. May 1999 A
5919134 Diab Jul 1999 A
5934925 Tobler et al. Aug 1999 A
5940182 Lepper, Jr. et al. Aug 1999 A
5987343 Kinast Nov 1999 A
5995855 Kiani et al. Nov 1999 A
5997343 Mills et al. Dec 1999 A
6002952 Diab et al. Dec 1999 A
6010937 Karam et al. Jan 2000 A
6011986 Diab et al. Jan 2000 A
6027452 Flaherty et al. Feb 2000 A
6036642 Diab et al. Mar 2000 A
6040578 Malin et al. Mar 2000 A
6045509 Caro et al. Apr 2000 A
6066204 Haven May 2000 A
6067462 Diab et al. May 2000 A
6081735 Diab et al. Jun 2000 A
6088607 Diab et al. Jul 2000 A
6110522 Lepper, Jr. et al. Aug 2000 A
6115673 Malin et al. Sep 2000 A
6124597 Shehada Sep 2000 A
6128521 Marro et al. Oct 2000 A
6129675 Jay Oct 2000 A
6144868 Parker Nov 2000 A
6151516 Kiani-Azarbayjany et al. Nov 2000 A
6152754 Gerhardt et al. Nov 2000 A
6157850 Diab et al. Dec 2000 A
6165005 Mills et al. Dec 2000 A
6184521 Coffin, IV et al. Feb 2001 B1
6206830 Diab et al. Mar 2001 B1
6229856 Diab et al. May 2001 B1
6232609 Snyder et al. May 2001 B1
6236872 Diab et al. May 2001 B1
6241683 Macklem et al. Jun 2001 B1
6253097 Aronow et al. Jun 2001 B1
6255708 Sudharsanan et al. Jul 2001 B1
6256523 Diab et al. Jul 2001 B1
6263222 Diab et al. Jul 2001 B1
6278522 Lepper, Jr. et al. Aug 2001 B1
6280213 Tobler et al. Aug 2001 B1
6280381 Malin et al. Aug 2001 B1
6285896 Tobler et al. Sep 2001 B1
6301493 Marro et al. Oct 2001 B1
6308089 von der Ruhr et al. Oct 2001 B1
6317627 Ennen et al. Nov 2001 B1
6321100 Parker Nov 2001 B1
6325761 Jay Dec 2001 B1
6334065 Al-Ali et al. Dec 2001 B1
6343224 Parker Jan 2002 B1
6349228 Kiani et al. Feb 2002 B1
6360114 Diab et al. Mar 2002 B1
6368283 Xu et al. Apr 2002 B1
6371921 Caro et al. Apr 2002 B1
6377829 Al-Ali Apr 2002 B1
6388240 Schulz et al. May 2002 B2
6397091 Diab et al. May 2002 B2
6411373 Garside et al. Jun 2002 B1
6415167 Blank et al. Jul 2002 B1
6430437 Marro Aug 2002 B1
6430525 Weber et al. Aug 2002 B1
6463311 Diab Oct 2002 B1
6470199 Kopotic et al. Oct 2002 B1
6487429 Hockersmith et al. Nov 2002 B2
6501975 Diab et al. Dec 2002 B2
6505059 Kollias et al. Jan 2003 B1
6515273 Al-Ali Feb 2003 B2
6519487 Parker Feb 2003 B1
6525386 Mills et al. Feb 2003 B1
6526300 Kiani et al. Feb 2003 B1
6534012 Hazen et al. Mar 2003 B1
6541756 Schulz et al. Apr 2003 B2
6542764 Al-Ali et al. Apr 2003 B1
6580086 Schulz et al. Jun 2003 B1
6584336 Ali et al. Jun 2003 B1
6587196 Stippick et al. Jul 2003 B1
6587199 Luu Jul 2003 B1
6595316 Cybulski et al. Jul 2003 B2
6597932 Tian et al. Jul 2003 B2
6597933 Kiani et al. Jul 2003 B2
6606511 Ali et al. Aug 2003 B1
6632181 Flaherty et al. Oct 2003 B2
6635559 Greenwald et al. Oct 2003 B2
6639668 Trepagnier Oct 2003 B1
6640116 Diab Oct 2003 B2
6640117 Makarewicz et al. Oct 2003 B2
6643530 Diab et al. Nov 2003 B2
6650917 Diab et al. Nov 2003 B2
6654624 Diab et al. Nov 2003 B2
6658276 Kiani et al. Dec 2003 B2
6661161 Lanzo et al. Dec 2003 B1
6671531 Al-Ali et al. Dec 2003 B2
6678543 Diab et al. Jan 2004 B2
6684090 Ali et al. Jan 2004 B2
6684091 Parker Jan 2004 B2
6697656 Al-Ali Feb 2004 B1
6697657 Shehada et al. Feb 2004 B1
6697658 Al-Ali Feb 2004 B2
RE38476 Diab et al. Mar 2004 E
6699194 Diab et al. Mar 2004 B1
6714804 Al-Ali et al. Mar 2004 B2
RE38492 Diab et al. Apr 2004 E
6721582 Trepagnier et al. Apr 2004 B2
6721585 Parker Apr 2004 B1
6725075 Al-Ali Apr 2004 B2
6728560 Kollias et al. Apr 2004 B2
6735459 Parker May 2004 B2
6738652 Mattu et al. May 2004 B2
6745060 Diab et al. Jun 2004 B2
6760607 Al-Ali Jul 2004 B2
6770028 Ali et al. Aug 2004 B1
6771994 Kiani et al. Aug 2004 B2
6788965 Ruchti et al. Sep 2004 B2
6792300 Diab et al. Sep 2004 B1
6813511 Diab et al. Nov 2004 B2
6816241 Grubisic Nov 2004 B2
6816741 Diab Nov 2004 B2
6822564 Al-Ali Nov 2004 B2
6826419 Diab et al. Nov 2004 B2
6830711 Mills et al. Dec 2004 B2
6850787 Weber et al. Feb 2005 B2
6850788 Al-Ali Feb 2005 B2
6852083 Caro et al. Feb 2005 B2
6861639 Al-Ali Mar 2005 B2
6876931 Lorenz et al. Apr 2005 B2
6898452 Al-Ali et al. May 2005 B2
6920345 Al-Ali et al. Jul 2005 B2
6931268 Kiani-Azarbayjany et al. Aug 2005 B1
6934570 Kiani et al. Aug 2005 B2
6939305 Flaherty et al. Sep 2005 B2
6943348 Coffin, IV Sep 2005 B1
6950687 Al-Ali Sep 2005 B2
6956649 Acosta et al. Oct 2005 B2
6961598 Diab Nov 2005 B2
6970792 Diab Nov 2005 B1
6979812 Al-Ali Dec 2005 B2
6985764 Mason et al. Jan 2006 B2
6990364 Ruchti et al. Jan 2006 B2
6993371 Kiani et al. Jan 2006 B2
6996427 Ali et al. Feb 2006 B2
6998247 Monfre et al. Feb 2006 B2
6999904 Weber et al. Feb 2006 B2
7003338 Weber et al. Feb 2006 B2
7003339 Diab et al. Feb 2006 B2
7015451 Dalke et al. Mar 2006 B2
7024233 Ali et al. Apr 2006 B2
7027849 Al-Ali Apr 2006 B2
7030749 Al-Ali Apr 2006 B2
7039449 Al-Ali May 2006 B2
7041060 Flaherty et al. May 2006 B2
7044918 Diab May 2006 B2
7048687 Reuss et al. May 2006 B1
7067893 Mills et al. Jun 2006 B2
D526719 Richie, Jr. et al. Aug 2006 S
7096052 Mason et al. Aug 2006 B2
7096054 Abdul-Hafiz et al. Aug 2006 B2
D529616 Deros et al. Oct 2006 S
7132641 Schulz et al. Nov 2006 B2
7133710 Acosta et al. Nov 2006 B2
7142901 Kiani et al. Nov 2006 B2
7149561 Diab Dec 2006 B2
7186966 Al-Ali Mar 2007 B2
7190261 Al-Ali Mar 2007 B2
7215984 Diab May 2007 B2
7215986 Diab May 2007 B2
7221971 Diab May 2007 B2
7225006 Al-Ali et al. May 2007 B2
7225007 Al-Ali May 2007 B2
RE39672 Shehada et al. Jun 2007 E
7239905 Kiani-Azarbayjany et al. Jul 2007 B2
7245953 Parker Jul 2007 B1
7254429 Schurman et al. Aug 2007 B2
7254431 Al-Ali Aug 2007 B2
7254433 Diab et al. Aug 2007 B2
7254434 Schulz et al. Aug 2007 B2
7272425 Al-Ali Sep 2007 B2
7274955 Kiani et al. Sep 2007 B2
D554263 Al-Ali Oct 2007 S
7280858 Al-Ali et al. Oct 2007 B2
7289835 Mansfield et al. Oct 2007 B2
7292883 De Felice et al. Nov 2007 B2
7295866 Al-Ali Nov 2007 B2
7328053 Diab et al. Feb 2008 B1
7332784 Mills et al. Feb 2008 B2
7340287 Mason et al. Mar 2008 B2
7341559 Schulz et al. Mar 2008 B2
7343186 Lamego et al. Mar 2008 B2
D566282 Al-Ali et al. Apr 2008 S
7355512 Al-Ali Apr 2008 B1
7356365 Schurman Apr 2008 B2
7371981 Abdul-Hafiz May 2008 B2
7373193 Al-Ali et al. May 2008 B2
7373194 Weber et al. May 2008 B2
7376453 Diab et al. May 2008 B1
7377794 Al Ali et al. May 2008 B2
7377899 Weber et al. May 2008 B2
7383070 Diab et al. Jun 2008 B2
7395158 Monfre et al. Jul 2008 B2
7415297 Al-Ali et al. Aug 2008 B2
7428432 Ali et al. Sep 2008 B2
7438683 Al-Ali et al. Oct 2008 B2
7440787 Diab Oct 2008 B2
7454240 Diab et al. Nov 2008 B2
7467002 Weber et al. Dec 2008 B2
7469157 Diab et al. Dec 2008 B2
7471969 Diab et al. Dec 2008 B2
7471971 Diab et al. Dec 2008 B2
7483729 Al-Ali et al. Jan 2009 B2
7483730 Diab et al. Jan 2009 B2
7489958 Diab et al. Feb 2009 B2
7496391 Diab et al. Feb 2009 B2
7496393 Diab et al. Feb 2009 B2
D587657 Al-Ali et al. Mar 2009 S
7499741 Diab et al. Mar 2009 B2
7499835 Weber et al. Mar 2009 B2
7500950 Al-Ali et al. Mar 2009 B2
7509154 Diab et al. Mar 2009 B2
7509494 Al-Ali Mar 2009 B2
7510849 Schurman et al. Mar 2009 B2
7514725 Wojtczuk et al. Apr 2009 B2
7519406 Blank et al. Apr 2009 B2
7526328 Diab et al. Apr 2009 B2
D592507 Wachman et al. May 2009 S
7530942 Diab May 2009 B1
7530949 Al Ali et al. May 2009 B2
7530955 Diab et al. May 2009 B2
7563110 Al-Ali et al. Jul 2009 B2
7593230 Abul-Haj et al. Sep 2009 B2
7596398 Al-Ali et al. Sep 2009 B2
7606608 Blank et al. Oct 2009 B2
7618375 Flaherty Nov 2009 B2
7620674 Ruchti et al. Nov 2009 B2
D606659 Kiani et al. Dec 2009 S
7629039 Eckerbom et al. Dec 2009 B2
7640140 Ruchti et al. Dec 2009 B2
7647083 Al-Ali et al. Jan 2010 B2
D609193 Al-Ali et al. Feb 2010 S
D614305 Al-Ali et al. Apr 2010 S
7697966 Monfre et al. Apr 2010 B2
7698105 Ruchti et al. Apr 2010 B2
RE41317 Parker May 2010 E
RE41333 Blank et al. May 2010 E
7729733 Al-Ali et al. Jun 2010 B2
7734320 Al-Ali Jun 2010 B2
7761127 Al-Ali et al. Jul 2010 B2
7761128 Al-Ali et al. Jul 2010 B2
7764982 Dalke et al. Jul 2010 B2
D621516 Kiani et al. Aug 2010 S
7791155 Diab Sep 2010 B2
7801581 Diab Sep 2010 B2
7822452 Schurman et al. Oct 2010 B2
RE41912 Parker Nov 2010 E
7844313 Kiani et al. Nov 2010 B2
7844314 Al-Ali Nov 2010 B2
7844315 Al-Ali Nov 2010 B2
7865222 Weber et al. Jan 2011 B2
7873497 Weber et al. Jan 2011 B2
7880606 Al-Ali Feb 2011 B2
7880626 Al-Ali et al. Feb 2011 B2
7891355 Al-Ali et al. Feb 2011 B2
7894868 Al-Ali et al. Feb 2011 B2
7899507 Al-Ali et al. Mar 2011 B2
7899518 Trepagnier et al. Mar 2011 B2
7904132 Weber et al. Mar 2011 B2
7909772 Popov et al. Mar 2011 B2
7910875 Al-Ali Mar 2011 B2
7919713 Al-Ali et al. Apr 2011 B2
7937128 Al-Ali May 2011 B2
7937129 Mason et al. May 2011 B2
7937130 Diab et al. May 2011 B2
7941199 Kiani May 2011 B2
7951086 Flaherty et al. May 2011 B2
7957780 Lamego et al. Jun 2011 B2
7962188 Kiani et al. Jun 2011 B2
7962190 Diab et al. Jun 2011 B1
7976472 Kiani Jul 2011 B2
7988637 Diab Aug 2011 B2
7990382 Kiani Aug 2011 B2
7991446 Al-Ali et al. Aug 2011 B2
8000761 Al-Ali Aug 2011 B2
8008088 Bellott et al. Aug 2011 B2
RE42753 Kiani-Azarbayjany et al. Sep 2011 E
8019400 Diab et al. Sep 2011 B2
8028701 Al-Ali et al. Oct 2011 B2
8029765 Bellott et al. Oct 2011 B2
8036727 Schurman et al. Oct 2011 B2
8036728 Diab et al. Oct 2011 B2
8046040 Ali et al. Oct 2011 B2
8046041 Diab et al. Oct 2011 B2
8046042 Diab et al. Oct 2011 B2
8048040 Kiani Nov 2011 B2
8050728 Al-Ali et al. Nov 2011 B2
RE43169 Parker Feb 2012 E
8118620 Al-Ali et al. Feb 2012 B2
8126528 Diab et al. Feb 2012 B2
8128572 Diab et al. Mar 2012 B2
8130105 Al-Ali et al. Mar 2012 B2
8145287 Diab et al. Mar 2012 B2
8150487 Diab et al. Apr 2012 B2
8175672 Parker May 2012 B2
8180420 Diab et al. May 2012 B2
8182443 Kiani May 2012 B1
8185180 Diab et al. May 2012 B2
8190223 Al-Ali et al. May 2012 B2
8190227 Diab et al. May 2012 B2
8203438 Kiani et al. Jun 2012 B2
8203704 Merritt et al. Jun 2012 B2
8204566 Schurman et al. Jun 2012 B2
8219172 Schurman et al. Jul 2012 B2
8224411 Al-Ali et al. Jul 2012 B2
8228181 Al-Ali Jul 2012 B2
8229532 Davis Jul 2012 B2
8229533 Diab et al. Jul 2012 B2
8233955 Al-Ali et al. Jul 2012 B2
8244325 Al-Ali et al. Aug 2012 B2
8255026 Al-Ali Aug 2012 B1
8255027 Al-Ali et al. Aug 2012 B2
8255028 Al-Ali et al. Aug 2012 B2
8260577 Weber et al. Sep 2012 B2
8265723 McHale et al. Sep 2012 B1
8274360 Sampath et al. Sep 2012 B2
8280473 Al-Ali Oct 2012 B2
8301217 Al-Ali et al. Oct 2012 B2
8306596 Schurman et al. Nov 2012 B2
8310336 Muhsin et al. Nov 2012 B2
8315683 Al-Ali et al. Nov 2012 B2
RE43860 Parker Dec 2012 E
8337403 Al-Ali et al. Dec 2012 B2
8346330 Lamego Jan 2013 B2
8353842 Al-Ali et al. Jan 2013 B2
8355766 MacNeish, III et al. Jan 2013 B2
8359080 Diab et al. Jan 2013 B2
8364223 Al-Ali et al. Jan 2013 B2
8364226 Diab et al. Jan 2013 B2
8374665 Lamego Feb 2013 B2
8385995 Al-ali et al. Feb 2013 B2
8385996 Smith et al. Feb 2013 B2
8388353 Kiani et al. Mar 2013 B2
8399822 Al-Ali Mar 2013 B2
8401602 Kiani Mar 2013 B2
8405608 Al-Ali et al. Mar 2013 B2
8414499 Al-Ali et al. Apr 2013 B2
8418524 Al-Ali Apr 2013 B2
8423106 Lamego et al. Apr 2013 B2
8428967 Olsen et al. Apr 2013 B2
8430817 Al-Ali et al. Apr 2013 B1
8437825 Dalvi et al. May 2013 B2
8455290 Siskavich Jun 2013 B2
8457703 Al-Ali Jun 2013 B2
8457707 Kiani Jun 2013 B2
8463349 Diab et al. Jun 2013 B2
8466286 Bellot et al. Jun 2013 B2
8471713 Poeze et al. Jun 2013 B2
8473020 Kiani et al. Jun 2013 B2
8483787 Al-Ali et al. Jul 2013 B2
8489364 Weber et al. Jul 2013 B2
8498684 Weber et al. Jul 2013 B2
8504128 Blank et al. Aug 2013 B2
8509867 Workman et al. Aug 2013 B2
8515509 Bruinsma et al. Aug 2013 B2
8523781 Al-Ali Sep 2013 B2
8529301 Al-Ali et al. Sep 2013 B2
8532727 Ali et al. Sep 2013 B2
8532728 Diab et al. Sep 2013 B2
D692145 Al-Ali et al. Oct 2013 S
8547209 Kiani et al. Oct 2013 B2
8548548 Al-Ali Oct 2013 B2
8548549 Schurman et al. Oct 2013 B2
8548550 Al-Ali et al. Oct 2013 B2
8560032 Al-Ali et al. Oct 2013 B2
8560034 Diab et al. Oct 2013 B1
8570167 Al-Ali Oct 2013 B2
8570503 Vo et al. Oct 2013 B2
8571617 Reichgott et al. Oct 2013 B2
8571618 Lamego et al. Oct 2013 B1
8571619 Al-Ali et al. Oct 2013 B2
8577431 Lamego et al. Nov 2013 B2
8581732 Al-Ali et al. Nov 2013 B2
8584345 Al-Ali et al. Nov 2013 B2
8588880 Abdul-Hafiz et al. Nov 2013 B2
8600467 Al-Ali et al. Dec 2013 B2
8606342 Diab Dec 2013 B2
8626255 Al-Ali et al. Jan 2014 B2
8630691 Lamego et al. Jan 2014 B2
8634889 Al-Ali et al. Jan 2014 B2
8641631 Sierra et al. Feb 2014 B2
8652060 Al-Ali Feb 2014 B2
8663107 Kiani Mar 2014 B2
8666468 Al-Ali Mar 2014 B1
8667967 Al-Ali et al. Mar 2014 B2
8670811 O'Reilly Mar 2014 B2
8670814 Diab et al. Mar 2014 B2
8676286 Weber et al. Mar 2014 B2
8682407 Al-Ali Mar 2014 B2
RE44823 Parker Apr 2014 E
RE44875 Kiani et al. Apr 2014 E
8688183 Bruinsma et al. Apr 2014 B2
8690799 Telfort et al. Apr 2014 B2
8700112 Kiani Apr 2014 B2
8702627 Telfort et al. Apr 2014 B2
8706179 Parker Apr 2014 B2
8712494 MacNeish, III et al. Apr 2014 B1
8715206 Telfort et al. May 2014 B2
8718735 Lamego et al. May 2014 B2
8718737 Diab et al. May 2014 B2
8718738 Blank et al. May 2014 B2
8720249 Al-Ali May 2014 B2
8721541 Al-Ali et al. May 2014 B2
8721542 Al-Ali et al. May 2014 B2
8723677 Kiani May 2014 B1
8740792 Kiani et al. Jun 2014 B1
8754776 Poeze et al. Jun 2014 B2
8755535 Telfort et al. Jun 2014 B2
8755856 Diab et al. Jun 2014 B2
8755872 Marinow Jun 2014 B1
8761850 Lamego Jun 2014 B2
8764671 Kiani Jul 2014 B2
8768423 Shakespeare et al. Jul 2014 B2
8771204 Telfort et al. Jul 2014 B2
8777634 Kiani et al. Jul 2014 B2
8781543 Diab et al. Jul 2014 B2
8781544 Al-Ali et al. Jul 2014 B2
8781549 Al-Ali et al. Jul 2014 B2
8788003 Schurman et al. Jul 2014 B2
8790268 Al-Ali Jul 2014 B2
8801613 Al-Ali et al. Aug 2014 B2
8821397 Al-Ali et al. Sep 2014 B2
8821415 Al-Ali et al. Sep 2014 B2
8830449 Lamego et al. Sep 2014 B1
8831700 Schurman et al. Sep 2014 B2
8840549 Al-Ali et al. Sep 2014 B2
8847740 Kiani et al. Sep 2014 B2
8849365 Smith et al. Sep 2014 B2
8852094 Al-Ali et al. Oct 2014 B2
8852994 Wojtczuk et al. Oct 2014 B2
8868147 Stippick et al. Oct 2014 B2
8868150 Al-Ali et al. Oct 2014 B2
8870792 Al-Ali et al. Oct 2014 B2
8886271 Kiani et al. Nov 2014 B2
8888539 Al-Ali et al. Nov 2014 B2
8888708 Diab et al. Nov 2014 B2
8892180 Weber et al. Nov 2014 B2
8897847 Al-Ali Nov 2014 B2
8909310 Lamego et al. Dec 2014 B2
8911377 Al-Ali Dec 2014 B2
8912909 Al-Ali et al. Dec 2014 B2
8920317 Al-Ali et al. Dec 2014 B2
8921699 Al-Ali et al. Dec 2014 B2
8922382 Al-Ali et al. Dec 2014 B2
8929964 Al-Ali et al. Jan 2015 B2
8942777 Diab et al. Jan 2015 B2
8948834 Diab et al. Feb 2015 B2
8948835 Diab Feb 2015 B2
8965471 Lamego Feb 2015 B2
8983564 Al-Ali Mar 2015 B2
8989831 Al-Ali et al. Mar 2015 B2
8996085 Kiani et al. Mar 2015 B2
8998809 Kiani Apr 2015 B2
9028429 Telfort et al. May 2015 B2
9037207 Al-Ali et al. May 2015 B2
9060721 Reichgott et al. Jun 2015 B2
9066666 Kiani Jun 2015 B2
9066680 Al-Ali et al. Jun 2015 B1
9072474 Al-Ali et al. Jul 2015 B2
9078560 Schurman et al. Jul 2015 B2
9084569 Weber et al. Jul 2015 B2
9095316 Welch et al. Aug 2015 B2
9106038 Telfort et al. Aug 2015 B2
9107625 Telfort et al. Aug 2015 B2
9107626 Al-Ali et al. Aug 2015 B2
9113831 Al-Ali Aug 2015 B2
9113832 Al-Ali Aug 2015 B2
9119595 Lamego Sep 2015 B2
9131881 Diab et al. Sep 2015 B2
9131882 Al-Ali et al. Sep 2015 B2
9131883 Al-Ali Sep 2015 B2
9131917 Telfort et al. Sep 2015 B2
9138180 Coverston et al. Sep 2015 B1
9138182 Al-Ali et al. Sep 2015 B2
9138192 Weber et al. Sep 2015 B2
9142117 Muhsin et al. Sep 2015 B2
9153112 Kiani et al. Oct 2015 B1
9153121 Kiani et al. Oct 2015 B2
9161696 Al-Ali et al. Oct 2015 B2
9161713 Al-Ali et al. Oct 2015 B2
9167995 Lamego et al. Oct 2015 B2
9176141 Al-Ali et al. Nov 2015 B2
9186102 Bruinsma et al. Nov 2015 B2
9192312 Al-Ali Nov 2015 B2
9192329 Al-Ali Nov 2015 B2
9192351 Telfort et al. Nov 2015 B1
9195385 Al-Ali et al. Nov 2015 B2
9211072 Kiani Dec 2015 B2
9211095 Al-Ali Dec 2015 B1
9218454 Kiani et al. Dec 2015 B2
9220440 Addison Dec 2015 B2
9226696 Kiani Jan 2016 B2
9241662 Al-Ali et al. Jan 2016 B2
9245668 Vo et al. Jan 2016 B1
9259185 Abdul-Hafiz et al. Feb 2016 B2
9267572 Barker et al. Feb 2016 B2
9277880 Poeze et al. Mar 2016 B2
9289167 Diab et al. Mar 2016 B2
9295421 Kiani et al. Mar 2016 B2
9307928 Al-Ali et al. Apr 2016 B1
9323894 Kiani Apr 2016 B2
D755392 Hwang et al. May 2016 S
9326712 Kiani May 2016 B1
9333316 Kiani May 2016 B2
9339220 Lamego et al. May 2016 B2
9341565 Lamego et al. May 2016 B2
9351673 Diab et al. May 2016 B2
9351675 Al-Ali et al. May 2016 B2
9364181 Kiani et al. Jun 2016 B2
9368671 Wojtczuk et al. Jun 2016 B2
9370325 Al-Ali et al. Jun 2016 B2
9370326 McHale et al. Jun 2016 B2
9370335 Al-ali et al. Jun 2016 B2
9375185 Ali et al. Jun 2016 B2
9386953 Al-Ali Jul 2016 B2
9386961 Al-Ali et al. Jul 2016 B2
9392945 Al-Ali et al. Jul 2016 B2
9397448 Al-Ali et al. Jul 2016 B2
9408542 Kinast et al. Aug 2016 B1
9436645 Al-Ali et al. Sep 2016 B2
9445759 Lamego et al. Sep 2016 B1
9466919 Kiani et al. Oct 2016 B2
9474474 Lamego et al. Oct 2016 B2
9480422 Al-Ali Nov 2016 B2
9480435 Olsen Nov 2016 B2
9492110 Al-Ali et al. Nov 2016 B2
9510779 Poeze et al. Dec 2016 B2
9517024 Kiani et al. Dec 2016 B2
9532722 Lamego et al. Jan 2017 B2
9538949 Al-Ali et al. Jan 2017 B2
9538980 Telfort et al. Jan 2017 B2
9549696 Lamego et al. Jan 2017 B2
9554737 Schurman et al. Jan 2017 B2
9560996 Kiani Feb 2017 B2
9560998 Al-Ali et al. Feb 2017 B2
9566019 Al-Ali et al. Feb 2017 B2
9579039 Jansen et al. Feb 2017 B2
9591975 Dalvi et al. Mar 2017 B2
9622692 Lamego et al. Apr 2017 B2
9622693 Diab Apr 2017 B2
D788312 Al-Ali et al. May 2017 S
9636055 Al-Ali et al. May 2017 B2
9636056 Al-Ali May 2017 B2
9649054 Lamego et al. May 2017 B2
9662052 Al-Ali et al. May 2017 B2
9668679 Schurman et al. Jun 2017 B2
9668680 Bruinsma et al. Jun 2017 B2
9668703 Al-Ali Jun 2017 B2
9675286 Diab Jun 2017 B2
9687160 Kiani Jun 2017 B2
9693719 Al-Ali et al. Jul 2017 B2
9693737 Al-Ali Jul 2017 B2
9697928 Al-Ali et al. Jul 2017 B2
9717425 Kiani et al. Aug 2017 B2
9717458 Lamego et al. Aug 2017 B2
9724016 Al-Ali et al. Aug 2017 B1
9724024 Al-Ali Aug 2017 B2
9724025 Kiani et al. Aug 2017 B1
9730640 Diab et al. Aug 2017 B2
9743887 Al-Ali et al. Aug 2017 B2
9749232 Sampath et al. Aug 2017 B2
9750442 Olsen Sep 2017 B2
9750443 Smith et al. Sep 2017 B2
9750461 Telfort Sep 2017 B1
9775545 Al-Ali et al. Oct 2017 B2
9775546 Diab et al. Oct 2017 B2
9775570 Al-Ali Oct 2017 B2
9778079 Al-Ali et al. Oct 2017 B1
9782077 Lamego et al. Oct 2017 B2
9782110 Kiani Oct 2017 B2
9787568 Lamego et al. Oct 2017 B2
9788735 Al-Ali Oct 2017 B2
9788768 Al-Ali et al. Oct 2017 B2
9795300 Al-Ali Oct 2017 B2
9795310 Al-Ali Oct 2017 B2
9795358 Telfort et al. Oct 2017 B2
9795739 Al-Ali et al. Oct 2017 B2
9801556 Kiani Oct 2017 B2
9801588 Weber et al. Oct 2017 B2
9808188 Perea et al. Nov 2017 B1
9814418 Weber et al. Nov 2017 B2
9820691 Kiani Nov 2017 B2
9833152 Kiani et al. Dec 2017 B2
9833180 Shakespeare et al. Dec 2017 B2
9839379 Al-Ali et al. Dec 2017 B2
9839381 Weber et al. Dec 2017 B1
9847002 Kiani et al. Dec 2017 B2
9847749 Kiani et al. Dec 2017 B2
9848800 Lee et al. Dec 2017 B1
9848806 Al-Ali et al. Dec 2017 B2
9848807 Lamego Dec 2017 B2
9861298 Eckerbom et al. Jan 2018 B2
9861304 Al-Ali et al. Jan 2018 B2
9861305 Weber et al. Jan 2018 B1
9867578 Al-Ali et al. Jan 2018 B2
9872623 Al-Ali Jan 2018 B2
9876320 Coverston et al. Jan 2018 B2
9877650 Muhsin et al. Jan 2018 B2
9877686 Al-Ali et al. Jan 2018 B2
9891079 Dalvi Feb 2018 B2
9895107 Al-Ali et al. Feb 2018 B2
9924897 Abdul-Hafiz Mar 2018 B1
9936917 Poeze et al. Apr 2018 B2
9955937 Telfort May 2018 B2
9965946 Al-Ali et al. May 2018 B2
D820865 Muhsin et al. Jun 2018 S
9986952 Dalvi et al. Jun 2018 B2
10004427 Shoeb Jun 2018 B1
D822215 Al-Ali et al. Jul 2018 S
D822216 Barker et al. Jul 2018 S
10010276 Al-Ali et al. Jul 2018 B2
10086138 Novak, Jr. Oct 2018 B1
10111591 Dyell et al. Oct 2018 B2
D833624 DeJong et al. Nov 2018 S
10123729 Dyell et al. Nov 2018 B2
D835282 Barker et al. Dec 2018 S
D835283 Barker et al. Dec 2018 S
D835284 Barker et al. Dec 2018 S
D835285 Barker et al. Dec 2018 S
10149616 Al-Ali et al. Dec 2018 B2
10154815 Al-Ali et al. Dec 2018 B2
10159412 Lamego et al. Dec 2018 B2
10188348 Al-Ali et al. Jan 2019 B2
RE47218 Al-Ali Feb 2019 E
RE47244 Kiani et al. Feb 2019 E
RE47249 Kiani et al. Feb 2019 E
10205291 Scruggs et al. Feb 2019 B2
10226187 Al-Ali et al. Mar 2019 B2
10231657 Al-Ali et al. Mar 2019 B2
10231670 Blank et al. Mar 2019 B2
RE47353 Kiani et al. Apr 2019 E
10279247 Kiani May 2019 B2
10292664 Al-Ali May 2019 B2
10299720 Brown et al. May 2019 B2
10327337 Schmidt et al. Jun 2019 B2
10327713 Barker et al. Jun 2019 B2
10332630 Al-Ali Jun 2019 B2
10383520 Wojtczuk et al. Aug 2019 B2
10383527 Al-Ali Aug 2019 B2
10388120 Muhsin et al. Aug 2019 B2
10390730 Shoeb Aug 2019 B1
D864120 Forrest et al. Oct 2019 S
10441181 Telfort et al. Oct 2019 B1
10441196 Eckerbom et al. Oct 2019 B2
10448844 Al-Ali et al. Oct 2019 B2
10448871 Al-Ali et al. Oct 2019 B2
10456038 Lamego et al. Oct 2019 B2
10463340 Telfort et al. Nov 2019 B2
10471159 Lapotko et al. Nov 2019 B1
10505311 Al-Ali et al. Dec 2019 B2
10524738 Olsen Jan 2020 B2
10532174 Al-Ali Jan 2020 B2
10537285 Shreim et al. Jan 2020 B2
10542903 Al-Ali et al. Jan 2020 B2
10555678 Dalvi et al. Feb 2020 B2
10568553 O'Neil et al. Feb 2020 B2
RE47882 Al-Ali Mar 2020 E
10608817 Haider et al. Mar 2020 B2
D880477 Forrest et al. Apr 2020 S
10617302 Al-Ali et al. Apr 2020 B2
10617335 Al-Ali et al. Apr 2020 B2
10637181 Al-Ali et al. Apr 2020 B2
D887548 Abdul-Hafiz et al. Jun 2020 S
D887549 Abdul-Hafiz et al. Jun 2020 S
10667764 Ahmed et al. Jun 2020 B2
D890708 Forrest et al. Jul 2020 S
10721785 Al-Ali Jul 2020 B2
10736518 Al-Ali et al. Aug 2020 B2
10750984 Pauley et al. Aug 2020 B2
D897098 Al-Ali Sep 2020 S
10779098 Iswanto et al. Sep 2020 B2
10827961 Iyengar et al. Nov 2020 B1
10828007 Telfort et al. Nov 2020 B1
10832818 Muhsin et al. Nov 2020 B2
10849554 Shreim et al. Dec 2020 B2
10856750 Indorf et al. Dec 2020 B2
D906970 Forrest et al. Jan 2021 S
10918281 Al-Ali et al. Feb 2021 B2
10932705 Muhsin et al. Mar 2021 B2
10932729 Kiani et al. Mar 2021 B2
D916135 Indorf et al. Apr 2021 S
D917550 Indorf et al. Apr 2021 S
D917564 Indorf et al. Apr 2021 S
D917704 Al-Ali et al. Apr 2021 S
10987066 Chandran et al. Apr 2021 B2
10991135 Al-Ali et al. Apr 2021 B2
D919094 Al-Ali et al. May 2021 S
D919100 Al-Ali et al. May 2021 S
11006867 Al-Ali May 2021 B2
D921202 Al-Ali et al. Jun 2021 S
11024064 Muhsin et al. Jun 2021 B2
11026604 Chen et al. Jun 2021 B2
20010034477 Mansfield et al. Oct 2001 A1
20010039483 Brand et al. Nov 2001 A1
20020010401 Bushmakin et al. Jan 2002 A1
20020058864 Mansfield et al. May 2002 A1
20020133080 Apruzzese et al. Sep 2002 A1
20030013975 Kiani Jan 2003 A1
20030018243 Gerhardt et al. Jan 2003 A1
20030144582 Cohen et al. Jul 2003 A1
20030156288 Barnum et al. Aug 2003 A1
20030212312 Coffin, IV et al. Nov 2003 A1
20040106163 Workman, Jr. et al. Jun 2004 A1
20050055276 Kiani et al. Mar 2005 A1
20050234317 Kiani Oct 2005 A1
20060073719 Kiani Apr 2006 A1
20060161054 Reuss et al. Jul 2006 A1
20060189871 Al-Ali et al. Aug 2006 A1
20070073116 Kiani et al. Mar 2007 A1
20070180140 Welch et al. Aug 2007 A1
20070244377 Cozad et al. Oct 2007 A1
20070282478 Al-Ali et al. Dec 2007 A1
20080064965 Jay et al. Mar 2008 A1
20080094228 Welch et al. Apr 2008 A1
20080214903 Orbach Sep 2008 A1
20080221418 Al-Ali et al. Sep 2008 A1
20090036759 Ault et al. Feb 2009 A1
20090093687 Telfort et al. Apr 2009 A1
20090095926 MacNeish, III Apr 2009 A1
20090247984 Lamego et al. Oct 2009 A1
20090275813 Davis Nov 2009 A1
20090275844 Al-Ali Nov 2009 A1
20100004518 Vo et al. Jan 2010 A1
20100030040 Poeze et al. Feb 2010 A1
20100099964 O'Reilly et al. Apr 2010 A1
20100234718 Sampath et al. Sep 2010 A1
20100270257 Wachman et al. Oct 2010 A1
20100331724 Watson Dec 2010 A1
20110028806 Merritt et al. Feb 2011 A1
20110028809 Goodman Feb 2011 A1
20110040197 Welch et al. Feb 2011 A1
20110071406 Addison Mar 2011 A1
20110082711 Poeze et al. Apr 2011 A1
20110087081 Kiani et al. Apr 2011 A1
20110105854 Kiani et al. May 2011 A1
20110118561 Tari et al. May 2011 A1
20110125060 Telfort et al. May 2011 A1
20110137297 Kiani et al. Jun 2011 A1
20110172498 Olsen et al. Jul 2011 A1
20110208015 Welch et al. Aug 2011 A1
20110230733 Al-Ali Sep 2011 A1
20120123231 O'Reilly May 2012 A1
20120165629 Merritt et al. Jun 2012 A1
20120209082 Al-Ali Aug 2012 A1
20120209084 Olsen et al. Aug 2012 A1
20120226117 Lamego et al. Sep 2012 A1
20120283524 Kiani et al. Nov 2012 A1
20120319816 Al-Ali Dec 2012 A1
20130023775 Lamego et al. Jan 2013 A1
20130041591 Lamego Feb 2013 A1
20130060147 Welch et al. Mar 2013 A1
20130096405 Garfio Apr 2013 A1
20130096936 Sampath et al. Apr 2013 A1
20130243021 Siskavich Sep 2013 A1
20130253334 Al-Ali et al. Sep 2013 A1
20130296672 O'Neil et al. Nov 2013 A1
20130296713 Al-Ali et al. Nov 2013 A1
20130324808 Al-Ali et al. Dec 2013 A1
20130331660 Al-Ali et al. Dec 2013 A1
20130345921 Al-Ali et al. Dec 2013 A1
20140012100 Al-Ali et al. Jan 2014 A1
20140051953 Lamego et al. Feb 2014 A1
20140081175 Telfort Mar 2014 A1
20140120564 Workman et al. May 2014 A1
20140121482 Merritt et al. May 2014 A1
20140127137 Bellott et al. May 2014 A1
20140135588 Al-Ali et al. May 2014 A1
20140163344 Al-Ali Jun 2014 A1
20140163402 Lamego et al. Jun 2014 A1
20140166076 Kiani et al. Jun 2014 A1
20140171763 Diab Jun 2014 A1
20140180038 Kiani Jun 2014 A1
20140180154 Sierra et al. Jun 2014 A1
20140180160 Brown et al. Jun 2014 A1
20140187973 Brown et al. Jul 2014 A1
20140213864 Abdul-Hafiz et al. Jul 2014 A1
20140266790 Al-Ali et al. Sep 2014 A1
20140275808 Poeze et al. Sep 2014 A1
20140275835 Lamego et al. Sep 2014 A1
20140275871 Lamego et al. Sep 2014 A1
20140275872 Merritt et al. Sep 2014 A1
20140276115 Dalvi et al. Sep 2014 A1
20140288400 Diab et al. Sep 2014 A1
20140316217 Purdon et al. Oct 2014 A1
20140316218 Purdon et al. Oct 2014 A1
20140316228 Blank et al. Oct 2014 A1
20140323825 Al-Ali et al. Oct 2014 A1
20140323897 Brown et al. Oct 2014 A1
20140323898 Purdon et al. Oct 2014 A1
20140330092 Al-Ali et al. Nov 2014 A1
20140330098 Merritt et al. Nov 2014 A1
20140357966 Al-Ali et al. Dec 2014 A1
20150005600 Blank et al. Jan 2015 A1
20150011907 Purdon et al. Jan 2015 A1
20150012231 Poeze et al. Jan 2015 A1
20150032029 Al-Ali et al. Jan 2015 A1
20150038859 Dalvi et al. Feb 2015 A1
20150073241 Lamego Mar 2015 A1
20150073306 Abeyratine et al. Mar 2015 A1
20150080754 Purdon et al. Mar 2015 A1
20150087936 Al-Ali et al. Mar 2015 A1
20150094546 Al-Ali Apr 2015 A1
20150097701 Al-Ali et al. Apr 2015 A1
20150099950 Al-Ali et al. Apr 2015 A1
20150099955 Al-Ali et al. Apr 2015 A1
20150101844 Al-Ali et al. Apr 2015 A1
20150106121 Muhsin et al. Apr 2015 A1
20150112151 Muhsin et al. Apr 2015 A1
20150116076 Al-Ali et al. Apr 2015 A1
20150126830 Schurman et al. May 2015 A1
20150165312 Kiani Jun 2015 A1
20150196249 Brown et al. Jul 2015 A1
20150216459 Al-Ali et al. Aug 2015 A1
20150238722 Al-Ali Aug 2015 A1
20150245773 Lamego et al. Sep 2015 A1
20150245794 Al-Ali Sep 2015 A1
20150257689 Al-Ali et al. Sep 2015 A1
20150272514 Kiani et al. Oct 2015 A1
20150351697 Weber et al. Dec 2015 A1
20150359429 Al-Ali et al. Dec 2015 A1
20150366507 Blank Dec 2015 A1
20160029932 Al-Ali Feb 2016 A1
20160058347 Reichgott et al. Mar 2016 A1
20160066824 Al-Ali et al. Mar 2016 A1
20160081552 Wojtczuk et al. Mar 2016 A1
20160095543 Telfort et al. Apr 2016 A1
20160095548 Al-Ali et al. Apr 2016 A1
20160103598 Al-Ali et al. Apr 2016 A1
20160143548 Al-Ali May 2016 A1
20160166182 Al-Ali et al. Jun 2016 A1
20160166183 Poeze et al. Jun 2016 A1
20160192869 Kiani et al. Jul 2016 A1
20160196388 Lamego Jul 2016 A1
20160197436 Barker et al. Jul 2016 A1
20160213281 Eckerbom et al. Jul 2016 A1
20160228043 O'Neil et al. Aug 2016 A1
20160233632 Scruggs et al. Aug 2016 A1
20160234944 Schmidt et al. Aug 2016 A1
20160270735 Diab et al. Sep 2016 A1
20160283665 Sampath et al. Sep 2016 A1
20160287090 Al-Ali et al. Oct 2016 A1
20160287786 Kiani Oct 2016 A1
20160296169 McHale et al. Oct 2016 A1
20160310052 Al-Ali et al. Oct 2016 A1
20160314260 Kiani Oct 2016 A1
20160324486 Al-Ali et al. Nov 2016 A1
20160324488 Olsen Nov 2016 A1
20160327984 Al-Ali et al. Nov 2016 A1
20160328528 Al-Ali et al. Nov 2016 A1
20160331332 Al-Ali Nov 2016 A1
20160367173 Dalvi et al. Dec 2016 A1
20170000394 Al-Ali et al. Jan 2017 A1
20170007134 Al-Ali et al. Jan 2017 A1
20170007198 Al-Ali et al. Jan 2017 A1
20170014079 Lee et al. Jan 2017 A1
20170014083 Diab et al. Jan 2017 A1
20170014084 Al-Ali et al. Jan 2017 A1
20170024748 Haider Jan 2017 A1
20170027456 Kinast et al. Feb 2017 A1
20170042488 Muhsin Feb 2017 A1
20170055851 Al-Ali Mar 2017 A1
20170055882 Al-Ali et al. Mar 2017 A1
20170055887 Al-Ali Mar 2017 A1
20170055896 Al-Ali et al. Mar 2017 A1
20170079594 Telfort et al. Mar 2017 A1
20170086723 Al-Ali et al. Mar 2017 A1
20170143281 Olsen May 2017 A1
20170147774 Kiani May 2017 A1
20170156620 Al-Ali et al. Jun 2017 A1
20170173632 Al-Ali Jun 2017 A1
20170187146 Kiani et al. Jun 2017 A1
20170188919 Al-Ali et al. Jul 2017 A1
20170196464 Jansen et al. Jul 2017 A1
20170196470 Lamego et al. Jul 2017 A1
20170202490 Al-Ali et al. Jul 2017 A1
20170224262 Al-Ali Aug 2017 A1
20170228516 Sampath et al. Aug 2017 A1
20170245790 Al-Ali et al. Aug 2017 A1
20170251974 Shreim et al. Sep 2017 A1
20170251975 Shreim et al. Sep 2017 A1
20170258403 Abdul-Hafiz et al. Sep 2017 A1
20170311891 Kiani et al. Nov 2017 A1
20170325728 Al-Ali et al. Nov 2017 A1
20170332976 Al-Ali et al. Nov 2017 A1
20170340293 Al-Ali et al. Nov 2017 A1
20170360310 Kiani et al. Dec 2017 A1
20170367632 Al-Ali et al. Dec 2017 A1
20180008146 Al-Ali et al. Jan 2018 A1
20180014752 Al-Ali et al. Jan 2018 A1
20180028124 Al-Ali et al. Feb 2018 A1
20180103874 Lee et al. Apr 2018 A1
20180242926 Muhsin et al. Aug 2018 A1
20180247353 Al-Ali et al. Aug 2018 A1
20180247712 Muhsin et al. Aug 2018 A1
20180296161 Shreim et al. Oct 2018 A1
20180300919 Muhsin et al. Oct 2018 A1
20180310822 Indorf et al. Nov 2018 A1
20180310823 Al-Ali et al. Nov 2018 A1
20180317826 Muhsin et al. Nov 2018 A1
20190015023 Monfre Jan 2019 A1
20190117070 Muhsin et al. Apr 2019 A1
20190200941 Chandran et al. Jul 2019 A1
20190239787 Pauley et al. Aug 2019 A1
20190320906 Olsen Oct 2019 A1
20190374139 Kiani et al. Dec 2019 A1
20190374173 Kiani et al. Dec 2019 A1
20190374713 Kiani et al. Dec 2019 A1
20200060869 Telfort et al. Feb 2020 A1
20200111552 Ahmed Apr 2020 A1
20200113435 Muhsin Apr 2020 A1
20200113488 Al-Ali et al. Apr 2020 A1
20200113496 Scruggs et al. Apr 2020 A1
20200113497 Triman et al. Apr 2020 A1
20200113520 Abdul-Hafiz et al. Apr 2020 A1
20200138288 Al-Ali et al. May 2020 A1
20200138368 Kiani et al. May 2020 A1
20200163597 Dalvi et al. May 2020 A1
20200196877 Vo et al. Jun 2020 A1
20200253474 Muhsin et al. Aug 2020 A1
20200253544 Belur Nagaraj et al. Aug 2020 A1
20200275841 Telfort et al. Sep 2020 A1
20200288983 Telfort et al. Sep 2020 A1
20200321793 Al-Ali et al. Oct 2020 A1
20200329983 Al-Ali et al. Oct 2020 A1
20200329984 Al-Ali et al. Oct 2020 A1
20200329993 Al-Ali et al. Oct 2020 A1
20200330037 Al-Ali et al. Oct 2020 A1
20210022628 Telfort et al. Jan 2021 A1
20210104173 Pauley et al. Apr 2021 A1
20210113121 Diab et al. Apr 2021 A1
20210117525 Kiani et al. Apr 2021 A1
20210118581 Kiani et al. Apr 2021 A1
20210121582 Krishnamani et al. Apr 2021 A1
20210161465 Barker et al. Jun 2021 A1
Foreign Referenced Citations (2)
Number Date Country
2 992 817 Mar 2016 EP
WO 2018165618 Sep 2018 WO
Non-Patent Literature Citations (3)
Entry
Ansermino, J. Mark, “Universal Access to Essential Vital Signs Monitoring”, Anesthesia & Analgesia, Oct. 2013, vol. 117, No. 4, pp. 883-890.
International Search Report and Written Opinion received in PCT Application PCT/US2018/021858, dated Jun. 26, 2018 in 18 pages.
Karlen et al., “Multiparameter Respiratory Rate Estimation From the Photoplethysmogram”, IEEE Transactions on Biomedical Engineering, Jul. 2013, vol. 60, No. 7, pp. 1946-1653.
Related Publications (1)
Number Date Country
20180256087 A1 Sep 2018 US
Provisional Applications (1)
Number Date Country
62470096 Mar 2017 US