{"id":"W2129665833","doi":"10.1136/inpract.26.10.567","title":"New horizons: gaining the MRCVS by examination","year":2004,"lang":"en","type":"article","venue":"In Practice","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science and Engineering Research Board","keywords":"Commonwealth; Statutory law; Accreditation; Virtue; Medicine; Law; Political science; Veterinary medicine; Medical education","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":[0.001921062,0.00009082593,0.0001029043,0.00005373116,0.000657987,0.00001542227,0.0001351263,0.00008087274,0.0001545706],"category_scores_gemma":[0.004680799,0.00006916033,0.00001682049,0.0003080617,0.00002393253,0.001141134,0.00007416628,0.0006857454,0.0009092245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002156887,"about_ca_system_score_gemma":0.0003922234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001926121,"about_ca_topic_score_gemma":0.0001063454,"domain_scores_codex":[0.9982569,0.0007873081,0.0003093593,0.0001750545,0.0001962627,0.0002750795],"domain_scores_gemma":[0.9953651,0.00394116,0.0002865905,0.0002396596,0.0001150505,0.0000524232],"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":[0.0005209087,0.0007986622,0.008845776,0.0001170746,0.0002026082,0.00007964701,0.2665761,0.000180679,0.001775633,0.0359665,0.5673128,0.1176236],"study_design_scores_gemma":[0.0007110069,0.0001056783,0.01499948,0.00007530668,0.00003991782,0.00002087224,0.1214608,0.000002657386,0.00001657703,0.00087693,0.8615918,0.00009893159],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2209234,0.003071091,0.005162903,0.3184123,0.003800222,0.001190531,0.000005062045,0.0001714431,0.447263],"genre_scores_gemma":[0.9794199,0.0008804625,0.003478199,0.009425924,0.0004902023,0.0001561198,0.000006931141,0.00001817076,0.006124018],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7584965,"threshold_uncertainty_score":0.9998687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2308100478204347,"score_gpt":0.5262769378707893,"score_spread":0.2954668900503546,"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."}}