{"id":"W2882705097","doi":"10.7759/cureus.2969","title":"Skill Acquisition, Assessment, and Simulation in Minimal Access Surgery: An Evolution of Technical Training in Surgery","year":2018,"lang":"en","type":"review","venue":"Cureus","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"","keywords":"Medicine; Competence (human resources); Dreyfus model of skill acquisition; Simulation training; Surgical simulation; Medical education; Medical physics; Surgery; Simulation; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.00164709,0.0002748696,0.001833897,0.0006953258,0.00003272661,0.00002901521,0.00008906172,0.0004728819,0.000178028],"category_scores_gemma":[0.0006063746,0.0002447203,0.000255002,0.0008459942,0.0001168876,0.0003328678,0.00005339879,0.0003306109,0.000001935855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004257288,"about_ca_system_score_gemma":0.0007601118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004849563,"about_ca_topic_score_gemma":0.00009292688,"domain_scores_codex":[0.9974293,0.0003211439,0.001210472,0.0004611937,0.0002933299,0.0002845246],"domain_scores_gemma":[0.9964275,0.002607214,0.0004500025,0.0002670251,0.0001107015,0.0001376039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001315746,0.0004828738,0.08726957,0.005911728,0.00008445703,0.00009422984,0.0002752091,0.0001464942,0.000001143614,0.0002944011,0.00006130619,0.905247],"study_design_scores_gemma":[0.003448103,0.000371608,0.6663414,0.06627113,0.001028456,0.0001735839,0.0004359056,0.01218207,0.000001177054,0.0008403497,0.2474122,0.001494011],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0361095,0.960395,0.0003373231,0.00002505559,0.0003680526,0.001021971,0.00003066237,0.00009331272,0.001619115],"genre_scores_gemma":[0.6531391,0.3460829,0.000126756,0.00001985822,0.0002356961,0.00003478726,0.0003221782,0.00003371503,0.000005033619],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.903753,"threshold_uncertainty_score":0.9979406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1862330856131256,"score_gpt":0.4672018984306274,"score_spread":0.2809688128175017,"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."}}