{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001720409,0.000734931,0.001325931,0.004224482,0.000369766,0.001791548,0.001230461,0.002000301,0.001928909],"category_scores_gemma":[0.004869806,0.0003146215,0.0007567446,0.003553581,0.001463594,0.002251888,0.001183825,0.001700516,0.0006567555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001212139,"about_ca_system_score_gemma":0.002967501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002937794,"about_ca_topic_score_gemma":0.004702455,"domain_scores_codex":[0.9986381,0.0003558178,0.000258558,0.0001554306,0.00053371,0.0000584298],"domain_scores_gemma":[0.9965175,0.002490137,0.0003690458,0.00006682585,0.0004477425,0.0001086631],"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":[0.00003337312,0.00005316496,0.0005938113,0.03966022,0.0001151891,0.0001394891,0.0002739921,0.0002802469,0.000278424,0.00277872,0.008140921,0.9476523],"study_design_scores_gemma":[0.00002701316,0.0002384486,0.009164045,0.08355974,0.0004528646,0.007082678,0.0009464068,0.0003754756,0.0005541501,0.005399243,0.8921102,0.00008991532],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001242336,0.9989194,0.0001044276,0.0002617639,0.0001057754,0.000003664884,0.000004906627,0.000003245016,0.000472691],"genre_scores_gemma":[0.0013455,0.9978445,0.0003400183,0.0001719214,0.0001340289,0.000006802828,0.00001123049,0.000001664385,0.0001444325],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004224482,"threshold_uncertainty_score":0.00909853,"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."}}