{"id":"W2536799499","doi":"10.1007/s00134-016-4571-5","title":"Potentially modifiable factors contributing to outcome from acute respiratory distress syndrome: the LUNG SAFE study","year":2016,"lang":"en","type":"article","venue":"Intensive Care Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":385,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Sunnybrook Health Science Centre; Mount Sinai Hospital; University of Toronto; St. Michael's Hospital","funders":"European Society of Intensive Care Medicine; Università degli Studi di Milano","keywords":"Medicine; ARDS; Mechanical ventilation; Respiratory failure; Mortality rate; Internal medicine; SOFA score; Anesthesiology; Intensive care medicine; Cohort study; Prospective cohort study; Odds ratio; Emergency medicine; Lung; Intensive care unit; 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":[0.0005332851,0.0004791568,0.001126979,0.000211717,0.0003001869,0.00002523869,0.0004168849,0.0001577138,0.0006837499],"category_scores_gemma":[0.003448021,0.0002202706,0.0001979998,0.0003120311,0.000218705,0.0001096854,0.0002935143,0.0003679392,0.0001124031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003368102,"about_ca_system_score_gemma":0.0001448542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004839099,"about_ca_topic_score_gemma":0.00005708104,"domain_scores_codex":[0.9964345,0.0001525378,0.0008997492,0.0007350539,0.0009407047,0.0008374783],"domain_scores_gemma":[0.9942036,0.0004244163,0.0002565125,0.001089102,0.003436762,0.0005896054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008725447,0.0001060551,0.8582585,0.0000588789,0.001325467,0.006850896,0.009091187,0.000002692238,0.09585641,0.00005450078,0.0202877,0.007235182],"study_design_scores_gemma":[0.01845304,0.009255432,0.5975295,0.002501206,0.004150063,0.0002619321,0.2778094,0.00001294917,0.02143154,0.00007997255,0.06740071,0.001114254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825023,0.001130715,0.004408007,0.00687204,0.002155496,0.0021373,0.0003522024,0.0001359354,0.0003060296],"genre_scores_gemma":[0.9852929,0.000008647499,0.00003269143,0.01254334,0.0004680991,0.00008424373,0.00009227972,0.00006780438,0.001410022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2687182,"threshold_uncertainty_score":0.8982372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03517487236885893,"score_gpt":0.3271678709311686,"score_spread":0.2919929985623096,"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."}}