{"id":"W2098653672","doi":"10.1097/acm.0b013e3181c885d8","title":"Medical Education for a Healthier Population: Reflections on the Flexner Report From a Public Health Perspective","year":2010,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":135,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention","keywords":"Public health; Context (archaeology); Health care; Population health; Public relations; International health; Medicine; Medical education; Health education; Population; Political science; Nursing; Environmental health; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008420839,0.0002156568,0.0004263009,0.0002755233,0.002313868,0.000007457069,0.0004089481,0.0007287383,0.003825993],"category_scores_gemma":[0.02994664,0.0001352576,0.00005661128,0.000660778,0.0002095388,0.0001607539,0.00005512893,0.004085927,0.0001469274],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009801749,"about_ca_system_score_gemma":0.012699,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04662929,"about_ca_topic_score_gemma":0.004249983,"domain_scores_codex":[0.9955067,0.0007997759,0.0014002,0.0005279502,0.0008152897,0.0009500852],"domain_scores_gemma":[0.9935303,0.002976974,0.0008660252,0.0007407281,0.0007182974,0.001167724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001908402,0.00003792172,0.002210691,0.00004453318,0.00001514337,2.553179e-7,0.03009161,6.51582e-8,0.0000178422,0.3199736,0.6444014,0.003187889],"study_design_scores_gemma":[0.0005578464,0.0001358706,0.02161875,0.0003099307,0.00001046091,0.00002477715,0.03923347,0.0000992815,5.531159e-7,0.04645261,0.8914384,0.0001181122],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06841464,0.0003349563,0.0007015491,0.8931233,0.01196476,0.002178573,0.00002117078,0.0001487849,0.02311227],"genre_scores_gemma":[0.5671393,0.0004934365,0.0003598484,0.3891248,0.0285544,0.002638846,0.0006778019,0.00005954775,0.0109521],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5039985,"threshold_uncertainty_score":0.998985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2563842688665885,"score_gpt":0.6077324495623239,"score_spread":0.3513481806957353,"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."}}