{"id":"W2107329244","doi":"10.1046/j.1440-1665.2003.02032.x","title":"Assessing Assessing! An Examination of the Impact of the New RANZCP by-Laws for Training","year":2003,"lang":"en","type":"article","venue":"Australasian Psychiatry","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flexibility (engineering); Set (abstract data type); Training (meteorology); Medical education; Psychology; Oral examination; Law; Medicine; Political science; Family medicine; Management; Computer science; Geography","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":[0.05671862,0.0003424813,0.0004161621,0.002312605,0.001489407,0.004240584,0.002064842,0.001407589,0.005711775],"category_scores_gemma":[0.2313643,0.0004056679,0.0009159562,0.001579223,0.001497502,0.003252858,0.003713202,0.001964484,0.0006694295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007393038,"about_ca_system_score_gemma":0.01377701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01590298,"about_ca_topic_score_gemma":0.03418554,"domain_scores_codex":[0.9475048,0.02235978,0.004990804,0.001420366,0.02143759,0.002286669],"domain_scores_gemma":[0.8245277,0.07205265,0.03298547,0.008641214,0.05397728,0.007815643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001184416,0.001552682,0.5095479,0.001863841,0.0002917459,0.0006505781,0.0123018,0.002229711,0.002506915,0.004429315,0.02093252,0.4425085],"study_design_scores_gemma":[0.0001228958,0.002829992,0.9409317,0.0006863546,0.0001795405,0.000356678,0.01078257,0.003239932,0.003434201,0.000852824,0.03648497,0.0000984526],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9206368,0.001010536,0.004234682,0.026715,0.0008339976,0.002271303,0.0007910597,0.0002554618,0.04325116],"genre_scores_gemma":[0.9863409,0.0003219454,0.006802587,0.001126451,0.0001288278,0.0004568649,0.0002534371,0.00002409491,0.004544917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05671862,"threshold_uncertainty_score":0.2999603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04176034417566709,"score_gpt":0.4021521269575448,"score_spread":0.3603917827818777,"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."}}