{"id":"W4282933280","doi":"10.4187/respcare.09783","title":"Decline in Ventilatory Ratio as a Predictor of Mortality in Adults With ARDS Receiving Prone Positioning","year":2022,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Sinai Health System; Public Health Ontario; University of Toronto; University Health Network","funders":"","keywords":"Medicine; ARDS; Prone position; Emergency medicine; Intensive care medicine; Internal medicine; Lung; Anesthesia","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":[0.0008002552,0.0003072013,0.0003217701,0.0004385397,0.000197685,0.000478442,0.0002959467,0.0004012797,0.0008772496],"category_scores_gemma":[0.003292152,0.0001904762,0.0005078408,0.0005210698,0.0001996646,0.0003283338,0.0003647071,0.0008028284,0.0001279611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001386389,"about_ca_system_score_gemma":0.0001969272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001246706,"about_ca_topic_score_gemma":0.001232098,"domain_scores_codex":[0.9996159,0.0001221663,0.00005083654,0.00007842767,0.00008083917,0.00005180807],"domain_scores_gemma":[0.997276,0.0005879207,0.001473752,0.0001678663,0.0001965989,0.0002979369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007897362,0.000008095849,0.9994549,0.000003764625,0.00002258965,0.0000250239,0.000009720728,0.00001904225,0.00007307273,0.000003015413,0.00001979805,0.0002819765],"study_design_scores_gemma":[0.000004038597,0.0001047201,0.9994173,0.000003411927,0.00002306928,0.0001369489,0.00002896921,0.0002131665,0.00002873826,0.00000783376,0.00003017536,0.000001702652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992982,0.0002485047,0.0001015217,0.00003836398,0.000007384094,0.000004176097,0.0001357277,0.000003319947,0.0001627801],"genre_scores_gemma":[0.9997235,0.00004785804,0.00006212522,0.00001283496,0.00001337461,0.000003630354,0.0001076978,7.856179e-7,0.0000282335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001246706,"threshold_uncertainty_score":0.004232168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01588973376196335,"score_gpt":0.282959375481654,"score_spread":0.2670696417196906,"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."}}