{"id":"W2997277267","doi":"10.1097/ccm.0000000000004202","title":"Association Between Consecutive Days Worked by Intensivists and Outcomes for Critically Ill Patients","year":2019,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; University of Toronto; University of Manitoba; Manitoba Health","funders":"","keywords":"Medicine; Intensivist; Intensive care unit; Emergency medicine; Staffing; Intensive care; Retrospective cohort study; Cohort; Critically ill; Intensive care medicine; 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":[0.001097333,0.0001987428,0.0002138242,0.0005988877,0.0002245887,0.0004335096,0.0004220685,0.0003678365,0.001582566],"category_scores_gemma":[0.006809634,0.0002089052,0.0003813884,0.0006378623,0.0001656769,0.0004120863,0.0004628965,0.000640952,0.000145642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004481945,"about_ca_system_score_gemma":0.0005196344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006433459,"about_ca_topic_score_gemma":0.009991798,"domain_scores_codex":[0.9991682,0.0002523019,0.0001087383,0.0001857293,0.0001464898,0.0001385532],"domain_scores_gemma":[0.990963,0.001137865,0.006090996,0.0002936759,0.0005225926,0.0009917949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004053549,0.0000161224,0.9995139,0.000004761555,0.0000285913,0.000008617739,0.00001311837,0.00002591417,0.00001811295,0.000003534447,0.00004521871,0.0002815299],"study_design_scores_gemma":[0.00000531547,0.00006239097,0.9995469,0.00000436577,0.00001212802,0.00005094553,0.00004631266,0.0001882898,0.00001632976,0.000006279853,0.00005912824,0.000001615786],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990684,0.0001509948,0.00006017747,0.00006667178,0.000006123029,0.000006176252,0.0004791747,0.000002200346,0.0001600391],"genre_scores_gemma":[0.9991091,0.00007090989,0.0001011779,0.0000245635,0.00001692597,0.0000124057,0.0005786886,0.000001510158,0.00008480314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006433459,"threshold_uncertainty_score":0.01279199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03864452631060559,"score_gpt":0.362263381723721,"score_spread":0.3236188554131154,"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."}}