{"id":"W4400117869","doi":"10.1164/rccm.202401-0100rl","title":"Noninvasive Longitudinal Monitoring of Respiratory Effort","year":2024,"lang":"en","type":"letter","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"Institute of Circulatory and Respiratory Health; Physicians' Services Incorporated Foundation","keywords":"Medicine; Intensive care medicine; Respiratory system; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001281408,0.0003438799,0.0005313797,0.0003889418,0.0005131009,0.0009012609,0.0004997825,0.007394942,0.001193225],"category_scores_gemma":[0.008795798,0.0001646765,0.0002919156,0.0001850711,0.0007162229,0.0007067524,0.0003094256,0.005903839,0.001157935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006675721,"about_ca_system_score_gemma":0.0008004137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001256755,"about_ca_topic_score_gemma":0.003118182,"domain_scores_codex":[0.9989121,0.0004242573,0.0001384062,0.0001086084,0.0003273523,0.00008936571],"domain_scores_gemma":[0.9955472,0.002797907,0.0003188924,0.0001676409,0.0006923481,0.0004760072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0009319601,0.0005625154,0.09002715,0.0003369272,0.0001174198,0.07343841,0.0008546659,0.0003601539,0.01674249,0.005235563,0.5263414,0.2850514],"study_design_scores_gemma":[0.0004927141,0.00263805,0.1155179,0.001041324,0.000168319,0.1093625,0.001403731,0.009627472,0.008380504,0.01730531,0.7338874,0.0001747029],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04975953,0.01073828,0.009898721,0.85883,0.01986099,0.0001462904,0.0002655872,0.0004148375,0.05008581],"genre_scores_gemma":[0.372611,0.006326406,0.006651794,0.5098253,0.06474166,0.0002484786,0.0001587494,0.00008916482,0.03934748],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007394942,"threshold_uncertainty_score":0.00677681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02530092523749489,"score_gpt":0.2953779319920557,"score_spread":0.2700770067545608,"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."}}