{"id":"W2134939899","doi":"10.1192/pb.bp.112.042457","title":"Academic training in psychiatry","year":2013,"lang":"en","type":"article","venue":"The Psychiatrist","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Flexibility (engineering); Medical education; Psychology; Academic institution; Institution; Learning development; Clinical psychiatry; Psychiatry; Academic year; Training (meteorology); Quarter (Canadian coin); Quality (philosophy); Medicine; Higher education; Library science; Political science; Management","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":[0.005592118,0.0002600086,0.0002884904,0.002191779,0.003316763,0.002590734,0.001176823,0.000674142,0.042014],"category_scores_gemma":[0.01432426,0.0003173396,0.0002878944,0.002821034,0.001525438,0.001441963,0.003759164,0.001327349,0.006783109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004785892,"about_ca_system_score_gemma":0.01610961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005376124,"about_ca_topic_score_gemma":0.01256195,"domain_scores_codex":[0.9934348,0.003040052,0.0004286988,0.0004333623,0.001312577,0.00135056],"domain_scores_gemma":[0.9833722,0.002664552,0.002254103,0.000891457,0.003135731,0.007681953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002732737,0.001486497,0.2854714,0.002505388,0.00003065207,0.0007856946,0.035755,0.0002967014,0.0008897234,0.01876215,0.2030104,0.450733],"study_design_scores_gemma":[0.00009377669,0.0008016797,0.5792869,0.0015629,0.00003344537,0.001653733,0.05695946,0.000225581,0.000547263,0.003225547,0.3555591,0.0000506886],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.4937151,0.005651506,0.005721782,0.03587651,0.003130384,0.007348848,0.006221046,0.0003576129,0.4419772],"genre_scores_gemma":[0.8621508,0.006253761,0.01543656,0.01483143,0.001584454,0.009533028,0.002301873,0.0000911557,0.08781683],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.042014,"threshold_uncertainty_score":0.1405509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1292495833873635,"score_gpt":0.4357499056235116,"score_spread":0.3065003222361481,"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."}}