{"id":"W3122448629","doi":"10.1287/mnsc.2022.4544","title":"Physician Practice Style and Healthcare Costs: Evidence from Emergency Departments","year":2022,"lang":"en","type":"article","venue":"Management Science","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emergency department; Health care; Variation (astronomy); Style (visual arts); Medicine; Family medicine; Psychology; Medical emergency; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003005123,0.0004608552,0.0005359416,0.00210519,0.0007256347,0.001332846,0.001586916,0.0008007876,0.004013445],"category_scores_gemma":[0.03183261,0.0004133802,0.001338298,0.00361973,0.0009580928,0.0006855482,0.00128083,0.000790213,0.0002853756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001548283,"about_ca_system_score_gemma":0.002184975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1616552,"about_ca_topic_score_gemma":0.1808124,"domain_scores_codex":[0.9964043,0.001422871,0.0002840067,0.0004940371,0.001000391,0.0003944026],"domain_scores_gemma":[0.9604062,0.01812732,0.01325951,0.00189691,0.003516661,0.002793414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001666934,0.00005914059,0.9938438,0.00009695924,0.000420535,0.00004758583,0.0002265904,0.00007076555,0.00001117947,0.00005020489,0.0002859878,0.00472055],"study_design_scores_gemma":[0.0000181555,0.0000458124,0.9990178,0.00007033742,0.0001018479,0.00004344332,0.0001961312,0.00008778177,0.000008521608,0.00003482482,0.00037076,0.000004532211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845167,0.01066798,0.000147556,0.0008041952,0.00003595534,0.00003132482,0.001352182,0.000004835125,0.002439304],"genre_scores_gemma":[0.9943693,0.00387829,0.0001689502,0.0002687948,0.00006890408,0.00001429198,0.0008948768,0.000006302402,0.000330188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1616552,"threshold_uncertainty_score":0.3214286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02973342637188399,"score_gpt":0.3491659775413776,"score_spread":0.3194325511694937,"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."}}