{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00127435,0.0001080732,0.0002103064,0.0001292052,0.00008741188,0.0000129675,0.0001897079,0.0001297334,0.0006584896],"category_scores_gemma":[0.002879633,0.00006314829,0.00006203441,0.0004300256,0.000116074,0.00006768731,0.00002428649,0.001230457,0.0008757669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000688919,"about_ca_system_score_gemma":0.003280883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000407446,"about_ca_topic_score_gemma":0.00007204914,"domain_scores_codex":[0.9980359,0.00008515629,0.0003365435,0.0001738448,0.0004382798,0.0009302796],"domain_scores_gemma":[0.9974896,0.0001363668,0.00004660658,0.0003101963,0.0000349711,0.001982281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002495592,0.0001873633,0.1023255,0.0002876467,0.00002874196,0.0000100231,0.003034508,0.000001313106,0.0003806874,0.004296509,0.6822761,0.2069221],"study_design_scores_gemma":[0.007490018,0.001022034,0.7245637,0.0007241751,0.00005767737,0.0002486471,0.006816646,0.000796014,0.00003480232,0.03884785,0.2190178,0.0003806267],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5962007,0.001679273,0.00005373637,0.3727149,0.0009405478,0.0009002892,0.000001840714,0.00005552923,0.02745318],"genre_scores_gemma":[0.9636628,0.0004465839,0.0007011282,0.0328485,0.001100983,0.00007955948,0.000004507715,0.00002066498,0.001135282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6222382,"threshold_uncertainty_score":0.9999022,"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."}}