{"id":"W2091056020","doi":"10.1007/bf03056813","title":"Nieuwe tijden, nieuwe dokters. Competentiegericht opleiden","year":2007,"lang":"nl","type":"article","venue":"Tijdschrift voor Medisch Onderwijs","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Political science; Theology; Art; Humanities; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.005483618,0.001418342,0.001874496,0.001725796,0.0008555475,0.0002632467,0.00147151,0.001356053,0.02197948],"category_scores_gemma":[0.00394199,0.001363426,0.0005872223,0.004091359,0.001409091,0.0008277741,0.0005206564,0.003549506,0.02927708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000782813,"about_ca_system_score_gemma":0.001779824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003873293,"about_ca_topic_score_gemma":0.0001164239,"domain_scores_codex":[0.9874992,0.000316683,0.00335457,0.001911701,0.003853709,0.003064086],"domain_scores_gemma":[0.992707,0.0006895013,0.001163806,0.002568465,0.001518843,0.001352345],"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":[0.0009079634,0.0033335,0.02926745,0.001930109,0.001479166,0.001230701,0.006474679,0.000007190948,0.01010798,0.01954057,0.8652139,0.06050681],"study_design_scores_gemma":[0.009814722,0.001389091,0.09066926,0.002745065,0.002106917,0.000910214,0.01827317,0.00128537,0.007750253,0.0008695627,0.8614569,0.002729526],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5669965,0.01433038,0.0232107,0.05114647,0.04394406,0.00593473,0.0001690476,0.00169432,0.2925738],"genre_scores_gemma":[0.900102,0.0006946561,0.01146504,0.0130159,0.007950681,0.0001258968,0.001168682,0.0003999218,0.06507719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3331055,"threshold_uncertainty_score":0.9999404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01451296060810805,"score_gpt":0.3178515883653148,"score_spread":0.3033386277572068,"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."}}