{"id":"W7015560552","doi":"","title":"Thinking and behaving like an expert surgeon: understanding, teaching and assessing advanced intra-operative cognitive skills","year":2016,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Stryker; Society of American Gastrointestinal and Endoscopic Surgeons; McGill University","keywords":"Cognition; Cognitive skill; Dreyfus model of skill acquisition; Skills management","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001266211,0.0003274132,0.0002026503,0.0003546535,0.0006159983,0.001763189,0.0003831526,0.0006053858,0.002010846],"category_scores_gemma":[0.009181627,0.0002397927,0.0002393925,0.0002051942,0.0008491861,0.0009627705,0.0005370145,0.002016241,0.0005410051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006940356,"about_ca_system_score_gemma":0.002922571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006821286,"about_ca_topic_score_gemma":0.01573275,"domain_scores_codex":[0.9995572,0.0001320371,0.00001821148,0.0000685128,0.0001513882,0.00007264993],"domain_scores_gemma":[0.9967722,0.001546039,0.0005976071,0.00009188405,0.0004661969,0.0005261428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000484959,0.006720131,0.2312572,0.0005539008,0.0001268554,0.0005065657,0.1750404,0.001041821,0.01661495,0.001449159,0.01904727,0.5471568],"study_design_scores_gemma":[0.00007022889,0.001859644,0.863977,0.0006850244,0.0002009891,0.001063356,0.1084752,0.001840179,0.006077416,0.003860251,0.01178098,0.0001097377],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833892,0.0004559755,0.00136043,0.001342311,0.00005733202,0.000115109,0.00003285319,0.00002390677,0.0132229],"genre_scores_gemma":[0.9813425,0.001959118,0.005035318,0.0006491593,0.00002406502,0.0001230191,0.0001013879,0.00002000424,0.01074544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006821286,"threshold_uncertainty_score":0.01356316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03443552485036828,"score_gpt":0.336463263726784,"score_spread":0.3020277388764158,"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."}}