{"id":"W1984750720","doi":"10.1308/003588413x13643054410827","title":"the 2013 MRCS examination: an update","year":2013,"lang":"en","type":"article","venue":"Bulletin of The Royal College of Surgeons of England","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Office of the Chief Medical Examiner","funders":"","keywords":"Medicine; Objective structured clinical examination; Medical education; Physical examination; Family medicine; General surgery; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003749836,0.0001353774,0.000285963,0.00008902653,0.0006854828,0.000009372396,0.0007811746,0.0001324854,0.006309675],"category_scores_gemma":[0.001813703,0.00008256274,0.00009945434,0.0002492878,0.0003583593,0.00006346167,0.0003156881,0.0004199594,0.0003018832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005523556,"about_ca_system_score_gemma":0.0003824838,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006834303,"about_ca_topic_score_gemma":0.0004200606,"domain_scores_codex":[0.9965225,0.001574778,0.0007374386,0.0001867206,0.0006088571,0.0003696601],"domain_scores_gemma":[0.9948278,0.002493242,0.0006574977,0.0008678774,0.001033984,0.0001196039],"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":[0.0002937017,0.0006996828,0.2865922,0.0004162018,0.0001338066,0.000001461673,0.001628147,0.0000737267,0.0001433493,0.005398812,0.7005535,0.004065495],"study_design_scores_gemma":[0.0007479243,0.00007498942,0.4705147,0.00008536321,0.00002268582,0.000001277666,0.00384632,0.0001162918,0.0002562922,0.0003476752,0.5239022,0.00008424263],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9477399,0.00042606,0.000002767165,0.02417136,0.0008609648,0.001255127,0.0001597599,0.00001515923,0.02536892],"genre_scores_gemma":[0.9532425,0.0001981145,0.0001155478,0.0001052474,0.00009294045,0.0001354212,0.00001082389,0.00002335349,0.046076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1839225,"threshold_uncertainty_score":0.9997793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02763867739648245,"score_gpt":0.3478355869184004,"score_spread":0.3201969095219179,"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."}}