{"id":"W4210835219","doi":"10.1308/rcsbull.2022.7","title":"The Surgical Skills competition","year":2022,"lang":"en","type":"article","venue":"Bulletin of The Royal College of Surgeons of England","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Competition (biology); Medicine; Psychology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006229363,0.001387144,0.0009220414,0.001416401,0.006298575,0.01108379,0.001460494,0.004703747,0.2338902],"category_scores_gemma":[0.01060558,0.0006482253,0.001098971,0.0008013609,0.001909052,0.001936801,0.006702105,0.007206267,0.07464705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005034503,"about_ca_system_score_gemma":0.01636692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0184123,"about_ca_topic_score_gemma":0.09394536,"domain_scores_codex":[0.9940995,0.0005598983,0.0001938091,0.0003734115,0.002983461,0.001789935],"domain_scores_gemma":[0.9746883,0.0007833576,0.0003528718,0.0003938691,0.004095798,0.01968584],"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":[0.00002021775,0.00002495476,0.0001922982,0.00002056349,0.000002407627,0.00003981284,0.00003549656,0.00001756403,0.00005334837,0.001005578,0.9901382,0.008449504],"study_design_scores_gemma":[0.00001719121,0.00007378747,0.003453909,0.00009016513,0.000001402939,0.00007677162,0.0004291756,0.00003491342,0.00004565979,0.000659447,0.9951051,0.00001239517],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009702695,0.008213837,0.0008600637,0.2199702,0.2606046,0.0002081899,0.001863522,0.0004059178,0.4981709],"genre_scores_gemma":[0.0225305,0.001769313,0.0003783338,0.01408363,0.01247775,0.00008821008,0.001334725,0.0001687133,0.9471688],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2338902,"threshold_uncertainty_score":0.7824405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01924761207153853,"score_gpt":0.3468326752960761,"score_spread":0.3275850632245376,"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."}}