{"id":"W2122310284","doi":"10.1308/147363510x527664","title":"The Concept of Surgical Assessment: Part 1 – Introduction","year":2010,"lang":"en","type":"article","venue":"Bulletin of The Royal College of Surgeons of England","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Paediatric surgery; Competency assessment; Surgical procedures; General surgery; Nursing; Surgery; 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":[0.001046451,0.00010187,0.0004116464,0.00004091627,0.00008322558,0.000002336106,0.0001596906,0.00009405605,0.001809372],"category_scores_gemma":[0.0006011828,0.00005756001,0.0002263796,0.0001555131,0.0005093155,0.000006452178,0.00006505397,0.000256536,0.000001362484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007006335,"about_ca_system_score_gemma":0.00008424325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000937828,"about_ca_topic_score_gemma":0.00002117929,"domain_scores_codex":[0.9986206,0.0001310807,0.0005678046,0.0001331622,0.0004017634,0.000145616],"domain_scores_gemma":[0.9974948,0.001361301,0.0003684157,0.0003947216,0.0003177438,0.00006297691],"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":[0.0124436,0.004290304,0.5262477,0.0008664859,0.002074069,0.00007543123,0.001060632,0.005505403,0.003501159,0.204322,0.2065235,0.03308966],"study_design_scores_gemma":[0.004365655,0.0001616508,0.03179012,0.00007150052,0.00008197936,0.0000117085,0.0001614146,0.0002417004,0.005499821,0.00007481863,0.9574739,0.00006578526],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9689766,0.0001220867,0.000003333704,0.007991433,0.0007778587,0.0002955909,0.00009593315,0.00001076438,0.02172639],"genre_scores_gemma":[0.996608,0.0000173622,0.0001241173,0.00001232741,0.0001991503,0.000004250372,0.000007372425,0.000009680614,0.003017756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7509503,"threshold_uncertainty_score":0.9991031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009764659319937537,"score_gpt":0.2541832906877904,"score_spread":0.2444186313678529,"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."}}