{"id":"W7162040647","doi":"10.82308/27562","title":"Acquisition and evaluation of surgical skills using a laparoscopic physical simulator","year":2004,"lang":"en","type":"dissertation","venue":"","topic":"Surgical Simulation and Training","field":"Medicine","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":[0.0004015951,0.0002710933,0.000170208,0.0002172157,0.0001701829,0.00015908,0.0001320147,0.0001477286,0.006674591],"category_scores_gemma":[0.001254691,0.0001057667,0.0001426957,0.0000712097,0.0001134453,0.0001025116,0.0002413543,0.0002711368,0.0008108747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001615093,"about_ca_system_score_gemma":0.0005507995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006349395,"about_ca_topic_score_gemma":0.001470912,"domain_scores_codex":[0.9997924,0.00003357384,0.00001170448,0.00003253697,0.00009430206,0.00003551065],"domain_scores_gemma":[0.9995874,0.00009074339,0.00004127074,0.00002592577,0.0001321586,0.0001226612],"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":[0.002425301,0.0127189,0.1048189,0.0003070624,0.00006472707,0.000219165,0.001713392,0.001671794,0.3788064,0.0004477854,0.004437221,0.4923694],"study_design_scores_gemma":[0.0002253682,0.03989244,0.8672668,0.00005378617,0.00004181375,0.0007273071,0.0003921087,0.002057218,0.07843716,0.0001880522,0.01067084,0.00004711822],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875049,0.0001400708,0.001917764,0.0000656765,0.00001504027,0.000334703,0.0001823985,0.00003576696,0.009803663],"genre_scores_gemma":[0.9525359,0.0005660483,0.01031443,0.00008873487,0.00001780789,0.0004647243,0.0005174251,0.00001339935,0.0354816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006674591,"threshold_uncertainty_score":0.02232873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03532612819286094,"score_gpt":0.3934592419104756,"score_spread":0.3581331137176146,"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."}}