{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002447928,0.0003676668,0.0005375007,0.0009444092,0.0003324933,0.000140862,0.0004956375,0.000100693,0.000004063981],"category_scores_gemma":[0.0001758833,0.0003816276,0.00009053747,0.001703842,0.00004118385,0.0007501711,0.0002856611,0.0007302113,0.0001476167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002575167,"about_ca_system_score_gemma":0.00005917611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004595194,"about_ca_topic_score_gemma":0.00002703201,"domain_scores_codex":[0.9957073,0.0004295787,0.0009452437,0.0004214041,0.00120556,0.001290858],"domain_scores_gemma":[0.9978576,0.0007712619,0.0001036551,0.0004393865,0.0005917779,0.0002362959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002385177,0.0007564239,0.948694,0.002128489,0.0003922126,0.00006471942,0.0132732,0.007150319,0.01517831,0.0001546186,0.002177904,0.00764464],"study_design_scores_gemma":[0.0229707,0.01478201,0.705417,0.001852062,0.00004696574,5.277456e-7,0.08888467,0.003216997,0.1587653,0.0001048341,0.002208609,0.001750246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898196,0.000199982,0.0001946449,0.000005434631,0.005101087,0.00341808,0.0001010794,0.0005330079,0.0006270313],"genre_scores_gemma":[0.995309,0.00004900387,0.00004336052,1.940941e-7,0.0005356214,0.00391314,0.00001865205,0.0001117477,0.00001929862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2432769,"threshold_uncertainty_score":0.9998636,"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."}}