{"id":"W7054045189","doi":"","title":"Acquisition and evaluation of surgical skills using a laparoscopic physical simulator","year":2004,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychomotor learning; Summative assessment; Task (project management); Dreyfus model of skill acquisition; Learning curve; Task analysis; Laparoscopic surgery; Control (management); Motor skill","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004739822,0.0003720071,0.0001937663,0.0002813559,0.0001833689,0.0001696367,0.0001972151,0.0001543259,0.006038832],"category_scores_gemma":[0.001660918,0.0001354708,0.0001875664,0.00007993709,0.0001540828,0.0001185571,0.0003344775,0.0003011511,0.0007648206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002348752,"about_ca_system_score_gemma":0.0006720351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001404541,"about_ca_topic_score_gemma":0.002786068,"domain_scores_codex":[0.9996759,0.00005624382,0.00001808457,0.00005071998,0.0001491229,0.0000500075],"domain_scores_gemma":[0.9992985,0.0001683254,0.00007251304,0.00005153261,0.0002102622,0.0001988832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002400822,0.009788516,0.09646878,0.0002834534,0.00006997895,0.0002084982,0.001363857,0.002272131,0.4528617,0.0003524891,0.003879522,0.4300503],"study_design_scores_gemma":[0.0002381543,0.04723426,0.8420135,0.00004426439,0.00004612471,0.0006955865,0.0003066902,0.00339899,0.09679809,0.0001565954,0.00898684,0.00008084862],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884864,0.0001131525,0.003625813,0.00005851892,0.000016365,0.0003598596,0.0002381335,0.0000656247,0.007036055],"genre_scores_gemma":[0.9597918,0.0003690971,0.01359848,0.00008644177,0.00001714086,0.0004845075,0.0006383288,0.00001737324,0.0249968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006038832,"threshold_uncertainty_score":0.02020192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01736140404386539,"score_gpt":0.2769281047493505,"score_spread":0.2595667007054851,"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."}}