{"id":"W3082637899","doi":"10.1109/embc44109.2020.9176245","title":"Relationship of the Respiration Waveform to a Chest Worn Inertial Sensor","year":2020,"lang":"en","type":"article","venue":"","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Accelerometer; Spirometer; Acceleration; Gyroscope; Respiratory monitoring; Inertial measurement unit; Respiration; Respiratory rate; Vibration; Respiratory system; Computer science; Breathing; Biomedical engineering; Electronic engineering; Acoustics; Physics; Medicine; Engineering; Heart rate; Anesthesia; Internal medicine; Artificial intelligence; Spirometry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002546847,0.0002167448,0.0001915783,0.000593589,0.00008603634,0.0003726555,0.0001961058,0.000545305,0.001460903],"category_scores_gemma":[0.002720936,0.0001000669,0.0001526456,0.0005085354,0.0001275098,0.0002807961,0.0001544332,0.0003664318,0.0005992142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009153527,"about_ca_system_score_gemma":0.0001283925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000616605,"about_ca_topic_score_gemma":0.0004970604,"domain_scores_codex":[0.9997634,0.00004195092,0.0000160537,0.00005796005,0.0001002999,0.00002027461],"domain_scores_gemma":[0.9991235,0.0004749858,0.00009955224,0.00005203224,0.00021922,0.00003064432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001212077,0.000198803,0.07413361,0.0004811558,0.0001271942,0.00154009,0.0005720693,0.009121034,0.6194982,0.001156305,0.002320282,0.2896393],"study_design_scores_gemma":[0.00007270146,0.002060579,0.5691187,0.0001505131,0.0001553714,0.007343635,0.0004434019,0.1775441,0.2340796,0.001014628,0.007898401,0.0001183343],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8648857,0.001253129,0.1222912,0.0003323887,0.0002813803,0.000175671,0.001246019,0.001121305,0.008413185],"genre_scores_gemma":[0.9835773,0.0003619688,0.0144265,0.00007677775,0.00003759985,0.0000275868,0.0003663338,0.00004416909,0.001081782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001460903,"threshold_uncertainty_score":0.004887223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03698210023071931,"score_gpt":0.224135118997003,"score_spread":0.1871530187662837,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}