{"id":"W2594668114","doi":"10.1111/imj.13355","title":"Medical colleges: whose purpose, if any, do they serve?","year":2017,"lang":"en","type":"editorial","venue":"Internal Medicine Journal","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Apothecaries' system; Medicine; Guild; Craft; Charter; Law; Competence (human resources); Management; History; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity","insufficient_payload"],"category_scores_codex":[0.03536613,0.00118776,0.003008714,0.0009131254,0.00322993,0.0002608583,0.005448482,0.00521207,0.01730078],"category_scores_gemma":[0.1661389,0.0008291109,0.0005006526,0.000195942,0.0008464198,0.0009964207,0.001304689,0.03635939,0.001803013],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002098381,"about_ca_system_score_gemma":0.01701868,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01125103,"about_ca_topic_score_gemma":0.006338634,"domain_scores_codex":[0.9727269,0.009304005,0.005112785,0.001122895,0.009477091,0.002256282],"domain_scores_gemma":[0.9594359,0.02078074,0.008750113,0.002145142,0.004936223,0.003951836],"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":[0.000887064,0.0001641417,0.005150532,0.001463484,0.0004800918,0.002767036,0.005446118,1.643113e-7,0.000006076416,0.0001538594,0.9774267,0.006054725],"study_design_scores_gemma":[0.005116547,0.001255433,0.00120364,0.04095677,0.0003277508,0.0007147868,0.003999191,0.00001098466,9.95597e-7,0.002887927,0.9428819,0.0006441071],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001562446,0.005106028,0.000174542,0.06452803,0.8758706,0.001083131,0.0002363977,0.0001472664,0.0512916],"genre_scores_gemma":[0.00395533,0.01399617,0.0001138506,0.004242032,0.9314839,0.0001222935,0.00008196085,0.0002668533,0.04573761],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1307728,"threshold_uncertainty_score":0.9999325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3818617611751635,"score_gpt":0.5816680128965157,"score_spread":0.1998062517213522,"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."}}