{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006113709,0.0001888734,0.0004431758,0.0003724257,0.00008998917,0.000009116535,0.0001334771,0.00008707671,0.0003527494],"category_scores_gemma":[0.00006680113,0.0001863619,0.00008463038,0.0005656986,0.00005501787,0.0001331186,0.0001239665,0.0004463587,0.000003502043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00042541,"about_ca_system_score_gemma":0.000940903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001137326,"about_ca_topic_score_gemma":0.0005238896,"domain_scores_codex":[0.9978191,0.0001493776,0.0005999293,0.000412598,0.0007216501,0.0002973588],"domain_scores_gemma":[0.9990509,0.00002259143,0.0002131716,0.0004239483,0.0001586262,0.0001308334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001559163,0.0002797791,0.9666176,0.0006350498,0.00003925003,0.0007962409,0.00409022,0.0003206979,0.02347402,0.0001320694,0.00005917383,0.001996718],"study_design_scores_gemma":[0.008249467,0.003971891,0.9172095,0.001344582,0.00009091515,0.00004756454,0.01145699,0.00006844518,0.04981465,0.00005513217,0.007310926,0.0003799319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958692,0.001103066,0.00002233077,0.00003542226,0.0001247242,0.0009847775,0.00003842455,0.00004665392,0.001775372],"genre_scores_gemma":[0.9985355,0.000004519793,0.0001349424,0.0007779518,0.00007901359,0.0003017802,0.00007166059,0.00003944093,0.00005525032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04940811,"threshold_uncertainty_score":0.7599616,"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."}}