Outcome
Type |
Measure |
Description |
Time frame |
Safety issue |
Other |
Development of personalized algorithm to provide an estimate of probability of onset of infection using activity and physiological measures |
Apply machine learning algorithms to data collected from clinical setting and wearable devices at various time scales relative to symptoms that are represented by percent score between 0-100%. |
through study completion, up to 4 weeks |
|
Other |
Development of personalized algorithm to provide an estimated index of severity of infection using activity and physiological measures |
Apply machine learning algorithms to data collected from clinical setting and wearable devices at various time scales relative to symptoms to estimate the acuity/intensity of care associated with infection ranging from 0-10. |
through study completion, up to 4 weeks |
|
Other |
Development of personalized algorithm to provide an estimated score related to time until recovery of infection using activity and physiological measures |
Apply machine learning algorithms to data collected from clinical setting and wearable devices at various time scales relative to symptoms to be reported in hours. |
through study completion, up to 4 weeks |
|
Other |
Development of personalized algorithm to provide detect the systems involved (respiratory vs gastrointestinal vs other) in infection using activity and physiological measures |
Apply machine learning algorithms to data collected from clinical setting and wearable devices at various time scales relative to symptoms to generate a probability score of systems involved in infection. |
through study completion, up to 4 weeks |
|
Primary |
Questionnaires, self-reported changes in general physical health, and physiological measurements to predict of type of vaccine administered |
Using a daily electronic questionnaire to collect data that self-reporting changes in general physical health and physiological measurements to identify the type of intervention |
up to 4 weeks |
|
Secondary |
Electrocardiography Morphology |
Comparison of signals from standard electrocardiography (ECG) and wearable devices measuring the time elapsed between features of the electrical activity of the heart (e.g., P-wave, PR interval, PR segment, QRS complex, QRS duration, ST segment, J point, TP interval, T-wave, U-wave, QT duration, QTc interval) |
up to 4 weeks |
|
Secondary |
Heart Rate |
Comparison of signals from standard electrocardiography (ECG) and wearable devices measuring beats per minute of the heart |
up to 4 weeks |
|
Secondary |
Heart Rate Variability |
Comparison of signals from standard electrocardiography (ECG) and wearable devices measuring variation in the time interval between consecutive heartbeats in milliseconds |
up to 4 weeks |
|
Secondary |
Body Temperature |
Comparison of signals from contact infrared forehead thermometer and wearable devices measuring body surface temperature |
up to 4 weeks |
|
Secondary |
Blood pressure (systolic and diastolic) |
Comparison of signals from standard upper arm cuff and wearable devices measuring bloodpressure |
up to 4 weeks |
|
Secondary |
Respiratory Rate |
Comparison of signals from nasal cannula and wearable devices measuring number of breaths per minute |
up to 4 weeks |
|
Secondary |
Amount of End-tidal Carbon Dioxide |
Collection from nasal cannula to measure amount of EtCO2 in exhaled breath |
up to 4 weeks |
|
Secondary |
Oxygen Saturation |
Comparison of signals from fingertip pulse oximeter and wearable devices measuring level of oxygen saturation in blood |
up to 4 weeks |
|
Secondary |
Assessment of the type and relative abundance of protein and lipids contained in Exhaled Breath Condensate |
Measurement of presence and amount of components (e.g., protein, lipids) in exhaled breath condensate as determined by liquid chromatography tandem chromatography mass spectrometry |
at enrollment, and +7, +14, +16, +21, +28 days of enrollment |
|
Secondary |
Assessment of the type and relative abundance of Volatile Organic Compounds contained in exhaled breath |
Measurement of presence and amount of volatile organic compounds (e.g., ethanol, acetone, etc) in breath by comprehensive gas chromatography mass spectrometry (GCxGC-MS) |
at enrollment, and +7, +14, +16, +21, +28 days of enrollment |
|
Secondary |
Digital photo of the face to assess changes in general facial features |
Comparison of facial features taken with on-site digital camera and mobile device to compare general facial features such as 2-D facial landmarks, 3-D head pose, Deeply embedded facial expression features, and facial expressions via tools like Mediapipe face mesh or deepface and skin tone histograms at [RGB, HSV and YCbCr] |
up to 4 weeks |
|
Secondary |
Digital photo of the face to assess changes in eyes |
Comparison of facial features taken with on-site digital camera and mobile device to compare general features of the eye such as 2-D eyes and iris landmarks and shapes, Gaze directions of two eyes, Pixel histograms of Iris, pupil, and sclera at [RGB, HSV and YCbCr], Deeply embedded iris recognition features (via tools like irisRecognition), or eye texture features (Gabor filter banks, Haralick features) using tools like Mediapipe Iris |
up to 4 weeks |
|
Secondary |
Digital photo of the face to assess changes in other facial components |
Comparison of facial features taken with on-site digital camera and mobile device to compare general features Pixel histograms of: nose, forehead, left cheek, right cheek, mouth and lips at [RGB, HSV and YCbCr] using part segmentation done with Mediapipe facemesh |
up to 4 weeks |
|
Secondary |
Digital audio recording of vocal expressions to assess changes in vowel components |
Comparison of vocal features taken with on-site digital microphone and mobile device to compare vowel components of: mean frequency (Hz), variation coefficient (%), jitter factor (%), mean intensity (dB), shimmer factor (%), and noise to harmony ratio (dB). |
up to 4 weeks |
|
Secondary |
Digital audio recording of vocal expressions to assess frequency changes in speech prosody components |
Comparison of vocal features taken with on-site digital microphone and mobile device to compare speech prosody components of: mean frequency (Hz), minimal frequency (Hz), maximal frequency (Hz), dynamic (Hz). |
up to 4 weeks |
|
Secondary |
Digital audio recording of vocal expressions to assess variation changes in speech prosody components |
Comparison of vocal features taken with on-site digital microphone and mobile device to compare speech prosody components of: median frequency variation coefficient (%), percentage of pauses (%), percentage of pauses within words (%), fragmentation of vowels (%), and stop-consonant spirantization (%). |
up to 4 weeks |
|
Secondary |
Digital audio recording of vocal expressions to assess time domain changes in speech prosody components |
Comparison of vocal features taken with on-site digital microphone and mobile device to compare speech prosody components of: mean duration of speech between two pauses (seconds), total amount of syllables (syllables/s), total amount of pure speech (syllables/s), articulation rate (syllables/s), time between pauses (s), SPIR index of rhythmicity (words/min), voice onset time (s). |
up to 4 weeks |
|
Secondary |
Continuous Glucose Monitoring |
Using the DexCom G6 continuous glucose monitoring will be done for the week prior to and following the vaccination |
up to 2 weeks |
|
Secondary |
Changes in physical health as measured by the Medical Symptoms Questionnaire (MSQ) |
The MSQ is administered by study staff for self-reporting of presence and severity of changes in symptoms in body symptoms: digestive tract, ears, emotions, energy/activity, eyes, head, heart, joint/muscles, lungs, mind, mouth/throat, nose, skin, weight, other. |
+7, +14, +16, +21, +28 days of enrollment |
|
Secondary |
Changes in gut function as measured by Gastrointestinal Symptom Rating Scale (GSRS) |
The GSRS is self-administered questionnaire regarding gut function and associated symptoms. It is composed of 15 items (7-Point Likert Scale) assessing Reflux, Abdominal pain, Indigestion, Diarrhoea and Constipation. Scores range from 15 to 105 with a higher score indicating more discomfort. |
+7, +14, +16, +21, +28 days of enrollment |
|
Secondary |
Changes in physical activity as measured by the short International Physical Activity Questionnaire (IPAQ) |
The IPAQ is a self-administered questionnaire to provide a set of well-developed instruments that can be used internationally to obtain comparable estimates of physical activity. |
+7, +14, +21, +28 days of enrollment |
|
Secondary |
Changes in daily dietary intake as measure by the Food Frequency Questionnaire (FFQ) |
The FFQ is a self-administered questionnaire to provide an estimation of dietary protein intake. |
+7, +28 days of enrollment |
|
Secondary |
Changes in duration and quality of sleep as measured by Pittsburgh Sleep Quality Index (PSQI) |
The PSQI is a self-administered questionnaire to assesses sleep quality and disturbances. 19 individual items generate seven "component" scores: subjective sleep quality, sleep latency, sleep duration, habitual sleep efficiency, sleep disturbances, use of sleeping medication, and daytime dysfunction. |
+7, +28 days of enrollment |
|
Secondary |
Changes in physical activity as measured by the Baecke Physical Activity Questionnaire |
Self-administered, 16-item questionnaire measuring physical activities in 3 categories: occupational, sport, recreational/leisure |
+7, +28 days of enrollment |
|
Secondary |
Changes in quality of life as measured by Short Form (SF) Health Survey (SF36) |
Self administered questionnaire that measures each of the following eight health concepts: Physical Functioning (PF); Role-Physical (RP); Bodily Pain (BP); General Health (GH); Vitality (VT); Social Functioning (SF); Role-Emotional (RE); Mental Health (MH) as well as a reported Health Transition item (HT) |
+7, +28 days of enrollment |
|
Secondary |
Renal function panel Albumin |
Blood sample taken to measure Albumin |
+14, +16, +21 days of enrollment |
|
Secondary |
Renal function panel BUN/Creatinine Ratio |
Blood sample taken to measure BUN/Creatinine Ratio (calculated) |
+14, +16, +21 days of enrollment |
|
Secondary |
Renal function panel Calcium |
Blood sample taken to measure Calcium |
+14, +16, +21 days of enrollment |
|
Secondary |
Renal function panel Carbon Dioxide |
Blood sample taken to measure Carbon Dioxide |
+14, +16, +21 days of enrollment |
|
Secondary |
Renal function panel Chloride |
Blood sample taken to measure Chloride |
+14, +16, +21 days of enrollment |
|
Secondary |
Renal function panel Creatinine |
Blood sample taken to measure Creatinine |
+14, +16, +21 days of enrollment |
|
Secondary |
Renal function panel Estimated Glomerular Filtration Rate |
Blood sample taken to measure Estimated Glomerular Filtration Rate (calculated) |
+14, +16, +21 days of enrollment |
|
Secondary |
Renal function panel Glucose |
Blood sample taken to measure Glucose |
+14, +16, +21 days of enrollment |
|
Secondary |
Renal function panel Phosphate |
Blood sample taken to measure Phosphate (as Phosphorus) |
+14, +16, +21 days of enrollment |
|
Secondary |
Renal function panel Potassium |
Blood sample taken to measure Potassium |
+14, +16, +21 days of enrollment |
|
Secondary |
Renal function panel Sodium |
Blood sample taken to measure Sodium |
+14, +16, +21 days of enrollment |
|
Secondary |
Renal function panel Urea Nitrogen |
Blood sample taken to measure Urea Nitrogen |
+14, +16, +21 days of enrollment |
|
Secondary |
Hepatic function panel Total Protein |
Blood sample taken to measure Total Protein |
+14, +16, +21 days of enrollment |
|
Secondary |
Hepatic function panel Albumin |
Blood sample taken to measure Albumin |
+14, +16, +21 days of enrollment |
|
Secondary |
Hepatic function panel Globulin (calculated) |
Blood sample taken to measure Globulin (calculated) |
+14, +16, +21 days of enrollment |
|
Secondary |
Hepatic function panel Albumin/Globulin Ratio |
Blood sample taken to measure Albumin/Globulin Ratio (calculated) |
+14, +16, +21 days of enrollment |
|
Secondary |
Hepatic function panel Total Bilirubin |
Blood sample taken to measure Total Bilirubin |
+14, +16, +21 days of enrollment |
|
Secondary |
Hepatic function panel Direct Bilirubin |
Blood sample taken to measure Direct Bilirubin |
+14, +16, +21 days of enrollment |
|
Secondary |
Hepatic function panel Indirect Bilirubin |
Blood sample taken to measure Indirect Bilirubin (calculated) |
+14, +16, +21 days of enrollment |
|
Secondary |
Hepatic function panel Alkaline Phosphatase |
Blood sample taken to measure Alkaline Phosphatase |
+14, +16, +21 days of enrollment |
|
Secondary |
Hepatic function panel Aspartate transaminase |
Blood sample taken to measure Aspartate transaminase |
+14, +16, +21 days of enrollment |
|
Secondary |
Hepatic function panel Alanine Aminotransferase |
Blood sample taken to measure Alanine Aminotransferase |
+14, +16, +21 days of enrollment |
|
Secondary |
Lipid panel |
Blood sample taken to measure Total Cholesterol, HDL Cholesterol, LDL Cholesterol, Triglycerides, VLDL Cholesterol |
+14, +16, +21 days of enrollment |
|
Secondary |
CBC (DIFF/PLT) White blood cell count |
Blood sample taken to measure White blood cell count |
+14, +16, +21 days of enrollment |
|
Secondary |
CBC (DIFF/PLT) red blood cell count |
Blood sample taken to measure red blood cell count |
+14, +16, +21 days of enrollment |
|
Secondary |
CBC (DIFF/PLT) Hemoglobin |
Blood sample taken to measure Hemoglobin |
+14, +16, +21 days of enrollment |
|
Secondary |
CBC (DIFF/PLT) Hematocrit |
Blood sample taken to measure Hematocrit |
+14, +16, +21 days of enrollment |
|
Secondary |
CBC (DIFF/PLT) mean corpuscular volume |
Blood sample taken to measure mean corpuscular volume |
+14, +16, +21 days of enrollment |
|
Secondary |
CBC (DIFF/PLT) mean corpuscular hemoglobin |
Blood sample taken to measure mean corpuscular hemoglobin |
+14, +16, +21 days of enrollment |
|
Secondary |
CBC (DIFF/PLT) corpuscular hemoglobin concentration |
Blood sample taken to measure mean corpuscular hemoglobin concentration |
+14, +16, +21 days of enrollment |
|
Secondary |
CBC (DIFF/PLT) red cell distribution width |
Blood sample taken to measure red cell distribution width |
+14, +16, +21 days of enrollment |
|
Secondary |
CBC (DIFF/PLT) Platelet Count |
Blood sample taken to measure Platelet Count |
+14, +16, +21 days of enrollment |
|
Secondary |
CBC (DIFF/PLT) mean platelet volume |
Blood sample taken to measure mean platelet volume |
+14, +16, +21 days of enrollment |
|
Secondary |
CBC (DIFF/PLT) Differential |
Blood sample taken to measure Differential (Absolute and Percent - Neutrophils, Lymphocytes, Monocytes, Eosinophils, and Basophils) |
+14, +16, +21 days of enrollment |
|
Secondary |
Highly Sensitive CRP |
Blood sample taken to measure Highly Sensitive C-Reactive Protein |
+14, +16, +21 days of enrollment |
|
Secondary |
Hemoglobin A1C |
Blood sample taken to measure hemoglobin A1C |
+14 days of enrollment |
|
Secondary |
Body Composition using Dual Energy X-Ray Absorptiometry bone density |
Measurement of bone mineral density (g/cm^2) |
at enrollment |
|
Secondary |
Body Composition using Dual Energy X-Ray Absorptiometry Muscle |
Measurement of muscle mass (kg) |
at enrollment |
|
Secondary |
Body Composition using Dual Energy X-Ray Absorptiometry Fat |
Measurement of fat mass (kg) |
at enrollment |
|
Secondary |
Measurement of daily physical activity using accelerometry sensors |
Changes in physical activity detected by accelerometry data of wearable devices |
up to 4 weeks |
|