{"id":"W4386844207","doi":"10.2139/ssrn.4575954","title":"New Medical Schools, Access to Physicians, and Health: Evidence from Japan","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Family medicine; Medical education; Business; 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":[0.003373615,0.0004945349,0.0009724263,0.003666263,0.001907768,0.002925808,0.0009712702,0.001860262,0.01130049],"category_scores_gemma":[0.01212866,0.0005083149,0.00122101,0.007575431,0.002564133,0.002513121,0.003036904,0.001226463,0.0004433222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002205942,"about_ca_system_score_gemma":0.004220353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1289966,"about_ca_topic_score_gemma":0.2205661,"domain_scores_codex":[0.9978023,0.0006712398,0.0002881078,0.0003342348,0.0004109543,0.0004930906],"domain_scores_gemma":[0.9782286,0.007838735,0.008130941,0.0005760141,0.002016366,0.003209329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000847703,0.0004109981,0.9720331,0.00201181,0.00114495,0.0005760893,0.003595115,0.0001077489,0.0001458297,0.0009093047,0.002944736,0.01527257],"study_design_scores_gemma":[0.0001142502,0.0001513603,0.9874893,0.0006805576,0.001172739,0.00008113813,0.00725652,0.00006506358,0.00005152488,0.0003113111,0.00260467,0.00002160365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9138585,0.05719958,0.0001574678,0.01002251,0.000260127,0.0000428786,0.00196638,0.000006132988,0.01648651],"genre_scores_gemma":[0.974714,0.02111809,0.0001248908,0.002040243,0.0003284518,0.0000205029,0.0007155843,0.000008167718,0.0009299822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1289966,"threshold_uncertainty_score":0.2564915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.125752387665183,"score_gpt":0.4946204968062393,"score_spread":0.3688681091410563,"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."}}