{"id":"W4389634336","doi":"10.2196/44717","title":"Contactless Monitoring System Versus Gold Standard for Respiratory Rate Monitoring in Emergency Department Patients: Pilot Comparison Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse; University of Massachusetts Amherst; National Institutes of Health; National Science Foundation","keywords":"Gold standard (test); Respiratory rate; Respiratory monitoring; Medicine; Respiratory system; Radar; Emergency medicine; Computer science; Internal medicine; Heart rate; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004760815,0.0008552623,0.001439195,0.0005433573,0.0004958967,0.0007007549,0.0006625521,0.001164533,0.002218362],"category_scores_gemma":[0.007152568,0.0004168492,0.001341691,0.0004054232,0.0008790591,0.001188993,0.0008497459,0.00109857,0.0004937751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006675867,"about_ca_system_score_gemma":0.0005118306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005113627,"about_ca_topic_score_gemma":0.0007469153,"domain_scores_codex":[0.9972637,0.001428577,0.0002566217,0.0004894758,0.0003774751,0.0001841947],"domain_scores_gemma":[0.9937153,0.002515042,0.001255662,0.0005297901,0.001159839,0.0008243474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.4799068,0.05972047,0.4128528,0.001387151,0.003065442,0.0004247169,0.002574701,0.0005063479,0.00683955,0.0003533727,0.0009396488,0.03142909],"study_design_scores_gemma":[0.02695428,0.6069598,0.3584315,0.00008640667,0.001498366,0.000379016,0.001508777,0.001710933,0.001332895,0.0001659939,0.0008895826,0.00008236918],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989027,0.0001804516,0.0001804404,0.00001806643,0.00003188597,0.0004593803,0.0000714104,0.000003344129,0.0001523293],"genre_scores_gemma":[0.9984463,0.00009953827,0.0004868579,0.00007640108,0.00005249763,0.0005807368,0.0001484581,0.00000146816,0.000107709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004760815,"threshold_uncertainty_score":0.0251779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1313406020136505,"score_gpt":0.4147457217883114,"score_spread":0.2834051197746609,"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."}}