{"id":"W2037414692","doi":"10.1016/j.suc.2010.02.012","title":"FLS and FES: Comprehensive Models of Training and Assessment","year":2010,"lang":"en","type":"review","venue":"Surgical Clinics of North America","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":177,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Certification; Medicine; Competence (human resources); Curriculum; Process (computing); Medical physics; Patient safety; Laparoscopic surgery; Medical education; Computer science; Health care; Surgery; Laparoscopy","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":[0.002074623,0.001281907,0.00168346,0.004900785,0.0003266531,0.001489956,0.002003379,0.001554802,0.003674537],"category_scores_gemma":[0.004312599,0.0003610722,0.0008564901,0.003993507,0.0009800167,0.001846345,0.001442341,0.001216364,0.0008993102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002601896,"about_ca_system_score_gemma":0.004699179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01243742,"about_ca_topic_score_gemma":0.02225487,"domain_scores_codex":[0.9990419,0.000248156,0.0001327659,0.0001225892,0.0004024906,0.00005209203],"domain_scores_gemma":[0.9979966,0.001190303,0.0002624558,0.00004351839,0.0003982958,0.0001087451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003400063,0.00007361204,0.0003917577,0.009085137,0.00006610288,0.00003169951,0.00005154468,0.0006890877,0.00007792952,0.002682017,0.01180086,0.9750162],"study_design_scores_gemma":[0.00009437541,0.0002976153,0.01072091,0.05195845,0.0006270413,0.002080167,0.0005692675,0.001782334,0.0003954149,0.007171644,0.9241932,0.0001096406],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000276915,0.9968638,0.0005733008,0.0004455105,0.0001616495,0.00002167684,0.0000355006,0.00001898354,0.001602696],"genre_scores_gemma":[0.003632622,0.9934983,0.001421644,0.000348235,0.0001820146,0.00003682979,0.00009508411,0.000003260663,0.0007820037],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01243742,"threshold_uncertainty_score":0.02473003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1825506817906258,"score_gpt":0.4427080081872518,"score_spread":0.260157326396626,"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."}}