{"id":"W3013365650","doi":"10.1136/bmjqs-2019-010425","title":"Physician-level variation in clinical outcomes and resource use in inpatient general internal medicine: an observational study","year":2020,"lang":"en","type":"article","venue":"BMJ Quality & Safety","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trillium Health Centre; Health Sciences Centre; Sunnybrook Health Science Centre; Sinai Health System; University Health Network; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Quartile; Observational study; Propensity score matching; Hospital medicine; Emergency medicine; Appropriateness criteria; Internal medicine; Confidence interval","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001909005,0.0002662275,0.0004408144,0.0008804007,0.0007679405,0.0008222152,0.0009048997,0.0005420625,0.0009904801],"category_scores_gemma":[0.006344327,0.0003757976,0.0006125391,0.003705504,0.0007815397,0.0004269706,0.0009746645,0.0006769471,0.0001466823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004177219,"about_ca_system_score_gemma":0.003924551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3895298,"about_ca_topic_score_gemma":0.4626268,"domain_scores_codex":[0.9968792,0.0007693237,0.0003524314,0.0006600635,0.0008632578,0.0004757518],"domain_scores_gemma":[0.9895946,0.001355112,0.006164194,0.0006348243,0.00101965,0.001231651],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004410498,0.00001933668,0.9992493,0.00001169793,0.00006055898,0.00002556523,0.0001300236,0.00001885648,0.00003413406,0.00000820858,0.0001057677,0.0002923612],"study_design_scores_gemma":[0.000006909728,0.00002964083,0.9995591,0.000008806917,0.00001932068,0.00003592315,0.0001542566,0.00008235394,0.000008231754,0.00000578377,0.00008674352,0.000002888683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985996,0.0002123479,0.0001160158,0.00007270517,0.00000455777,0.00002133341,0.0007312915,0.000002861375,0.0002393189],"genre_scores_gemma":[0.9990773,0.00009418188,0.0001083138,0.00006173483,0.000008873979,0.00001369285,0.000577659,0.000001601215,0.00005641933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.998091,"threshold_uncertainty_score":0.7745249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4408239584738433,"score_gpt":0.4998909000957761,"score_spread":0.05906694162193277,"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."}}