{"id":"W2325294495","doi":"10.1097/ccm.0000000000001205","title":"Development and Validation of a Mortality Prediction Model for Patients Receiving 14 Days of Mechanical Ventilation","year":2015,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Mechanical ventilation; Cohort; Receiver operating characteristic; Logistic regression; Retrospective cohort study; Cohort study; Ventilation (architecture); Area under the curve; Internal medicine","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":[0.007485007,0.0009957778,0.0009272145,0.001039278,0.0003272737,0.0009644892,0.001048976,0.0005038595,0.0009997092],"category_scores_gemma":[0.016626,0.0003167405,0.0009794198,0.0004495348,0.0002185975,0.0004804919,0.0008432794,0.0009210325,0.0003735053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000760255,"about_ca_system_score_gemma":0.002561897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004237505,"about_ca_topic_score_gemma":0.00332242,"domain_scores_codex":[0.9984562,0.000734057,0.0001334027,0.0002811716,0.0002948759,0.000100311],"domain_scores_gemma":[0.9928242,0.004125021,0.0007707954,0.000324167,0.001675932,0.0002798638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001353374,0.0008851468,0.8039105,0.0001087326,0.0007082069,0.0004153606,0.0001526648,0.1052362,0.001534981,0.0004211313,0.003387532,0.08188619],"study_design_scores_gemma":[0.0002550332,0.000862486,0.09281505,0.00006921201,0.0002549507,0.0003284962,0.00007959623,0.9029765,0.001056435,0.0005848929,0.0006883079,0.00002908277],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9137064,0.0002351015,0.08240154,0.000523232,0.00008230782,0.00047244,0.001398972,0.0003982153,0.0007815862],"genre_scores_gemma":[0.9447998,0.0001293656,0.05152135,0.00009992967,0.00003881875,0.000384392,0.00259198,0.00003299422,0.0004013407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007485007,"threshold_uncertainty_score":0.03958493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09585801223190339,"score_gpt":0.3547006087220642,"score_spread":0.2588425964901608,"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."}}