{"id":"W2979812508","doi":"10.1016/j.ejim.2019.09.002","title":"Easy prognostic assessment of concomitant organ failure in critically ill patients undergoing mechanical ventilation","year":2019,"lang":"en","type":"article","venue":"European Journal of Internal Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Muscular Dystrophy Canada","funders":"","keywords":"Medicine; Mechanical ventilation; ARDS; Cohort; Internal medicine; Concomitant; SAPS II; Retrospective cohort study; APACHE II; Liver disease; Surgery; Intensive care unit; Lung","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":[0.0008842075,0.0001583667,0.00056976,0.0002500739,0.00001231514,0.000008347178,0.000145469,0.0000279251,0.0004967951],"category_scores_gemma":[0.002231559,0.0001045485,0.0001216918,0.0001379941,0.00005431744,0.00008735769,0.00004671892,0.0003514148,0.00002087327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001841941,"about_ca_system_score_gemma":0.00009810286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005778854,"about_ca_topic_score_gemma":0.000006871565,"domain_scores_codex":[0.997658,0.0002537596,0.001116212,0.0001598563,0.0006359975,0.0001762281],"domain_scores_gemma":[0.9975309,0.0003882587,0.0005070051,0.000161294,0.001222802,0.0001897523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003661451,0.0009269604,0.988502,0.0001285696,0.0002105095,0.0008146525,0.0002021402,0.00001033323,0.005143836,0.0003978116,0.0005218782,0.002775109],"study_design_scores_gemma":[0.01122407,0.01034262,0.9679109,0.007502416,0.0002344065,0.0002213572,0.0004533985,0.0001539583,0.001177118,0.00004309269,0.0006492661,0.00008736842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913867,0.0001388901,0.0009978714,0.0024715,0.0005626998,0.0002841076,0.00000175059,0.000006269916,0.004150251],"genre_scores_gemma":[0.9963284,0.00005178385,0.002016687,0.00131686,0.0002009099,8.755645e-7,0.000005524372,0.00002967562,0.00004924135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02059113,"threshold_uncertainty_score":0.5439557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03035611071520081,"score_gpt":0.3207581144134444,"score_spread":0.2904020036982436,"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."}}