{"id":"W4254087864","doi":"10.4095/301096","title":"Health Services Utilization: Physician Utilization, 1996 to 1997","year":2010,"lang":"en","type":"report","venue":"","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Utilization review; Utilization management; Business; Family medicine; Health care; Medicine; Political science","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":[0.001071125,0.0006470748,0.0003693672,0.004717272,0.0005522944,0.001162181,0.001341507,0.0004987125,0.004586722],"category_scores_gemma":[0.004523978,0.000318492,0.000536908,0.01106408,0.0002676752,0.0007809146,0.0009376385,0.00082406,0.00239894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007730632,"about_ca_system_score_gemma":0.006119225,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7687489,"about_ca_topic_score_gemma":0.7066986,"domain_scores_codex":[0.9983246,0.0001146394,0.0002671667,0.0001675571,0.0008778626,0.0002482426],"domain_scores_gemma":[0.9966319,0.0001650885,0.001017772,0.00008525683,0.001752968,0.0003469009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004634584,0.0001517262,0.8835793,0.0007727192,0.0002843936,0.0001529165,0.001065224,0.001005847,0.0002639297,0.0003417426,0.08324131,0.02867748],"study_design_scores_gemma":[0.00002068367,0.00002594116,0.9796173,0.00009671577,0.00002247374,0.00007944439,0.0003808159,0.000151851,0.000133927,0.00001815739,0.019445,0.000007831665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1892921,0.002184989,0.0002353953,0.0006600163,0.00008268096,0.0003028994,0.7934255,0.0001181193,0.0136982],"genre_scores_gemma":[0.3977064,0.005487468,0.0007523974,0.0004881702,0.0001159717,0.0006778803,0.5748161,0.0000624862,0.01989313],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7687489,"threshold_uncertainty_score":0.465226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.165090648700171,"score_gpt":0.3624572338202856,"score_spread":0.1973665851201146,"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."}}