{"id":"W1970436597","doi":"10.1097/sla.0b013e31822f2021","title":"Medicare Costs and Surgeon Supply in Hospital Service Areas","year":2011,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Physician supply; Specialty; Beneficiary; Health care; Population; Family medicine; Medicare Part B; Bivariate analysis; Service (business); Zip code; Demography; Environmental health; Finance; Database","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":[0.0006176585,0.0001474529,0.0001951487,0.001344862,0.0002373341,0.0005395537,0.0003333871,0.0002289618,0.004787591],"category_scores_gemma":[0.008374242,0.0001502645,0.0002819314,0.002293348,0.000250978,0.0005089612,0.0008210799,0.0003134598,0.0002476018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001047516,"about_ca_system_score_gemma":0.0006756989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01628786,"about_ca_topic_score_gemma":0.02084134,"domain_scores_codex":[0.9992948,0.0002015391,0.00007865411,0.00009779807,0.0001970527,0.0001302671],"domain_scores_gemma":[0.9919486,0.00148396,0.005012265,0.0001746393,0.0007258388,0.0006547044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002863286,0.00001361051,0.9982393,0.000006780468,0.00002986048,0.00003519793,0.00004744858,0.0002497682,0.00002717495,0.00006172065,0.0001869055,0.00107358],"study_design_scores_gemma":[0.000001450387,0.00001820181,0.9992865,0.000005114943,0.000003628989,0.0000655793,0.0001540768,0.0002822534,0.00001344326,0.00002902008,0.0001397693,0.000001148719],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982865,0.000106356,0.00006985843,0.0001473119,0.00000253154,0.000004157468,0.0008311837,0.000003066133,0.0005490552],"genre_scores_gemma":[0.9987674,0.00005783878,0.0000710753,0.00002052704,0.00001057872,0.000004958911,0.0008389162,0.000002558427,0.0002262481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01628786,"threshold_uncertainty_score":0.03238612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2134217097761684,"score_gpt":0.4256314455597801,"score_spread":0.2122097357836116,"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."}}