{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008884383,0.0006604188,0.000650019,0.001797413,0.0003968732,0.00123575,0.0003612779,0.0008381172,0.002119163],"category_scores_gemma":[0.00500166,0.0001939252,0.0004517736,0.0006412513,0.0003145138,0.001110151,0.001151643,0.000949874,0.0004174922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002105032,"about_ca_system_score_gemma":0.0004618316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004282858,"about_ca_topic_score_gemma":0.0008955201,"domain_scores_codex":[0.9993031,0.0002014987,0.0001291449,0.00007837165,0.0001369462,0.0001509266],"domain_scores_gemma":[0.9968875,0.0009837677,0.0008609304,0.0001336266,0.0003665639,0.000767538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008459378,0.00007455453,0.9892691,0.00003967666,0.00004300068,0.0002607062,0.00005274178,0.00007724997,0.0005324951,0.00005059157,0.0003253465,0.008428672],"study_design_scores_gemma":[0.00006623291,0.0008127856,0.9930118,0.0000683767,0.0001092226,0.001830507,0.0004624682,0.001943494,0.0006414725,0.0003854419,0.0006371446,0.00003114534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957267,0.001345324,0.0007117403,0.0003708835,0.00008465245,0.00003157333,0.0003254547,0.00001910235,0.001384601],"genre_scores_gemma":[0.9983414,0.0002429476,0.0007604925,0.00004815,0.00012715,0.00001323278,0.0003048239,0.000003738904,0.0001580578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002119163,"threshold_uncertainty_score":0.007089257,"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."}}