{"id":"W4281670977","doi":"10.1007/s00464-022-09118-9","title":"Acquisition of robotic surgical skills does not require laparoscopic training: a randomized controlled trial","year":2022,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Dalhousie University","funders":"","keywords":"Randomized controlled trial; Medicine; Robotic surgery; Laparoscopy; Laparoscopic surgery; Physical therapy; Dreyfus model of skill acquisition; Workspace; Abdominal surgery; Surgery; Medical physics; Physical medicine and rehabilitation; Artificial intelligence; Robot; 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":[0.00594005,0.003391395,0.008728131,0.000688568,0.001553752,0.002312185,0.002322779,0.006411994,0.01867074],"category_scores_gemma":[0.01166015,0.002106517,0.004191204,0.001146742,0.003861923,0.003636003,0.00112825,0.006919827,0.002694527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001537869,"about_ca_system_score_gemma":0.002453898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002057677,"about_ca_topic_score_gemma":0.002252905,"domain_scores_codex":[0.994258,0.002783305,0.0005882965,0.001377401,0.0003732589,0.0006197824],"domain_scores_gemma":[0.9908833,0.004475122,0.001867353,0.0008613561,0.0005765,0.00133624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9909815,0.005469557,0.0002405416,0.0003834855,0.0007966884,0.00001219435,0.00003029609,0.00006386893,0.0002308764,0.00005894687,0.0002112703,0.001520766],"study_design_scores_gemma":[0.9535903,0.0437319,0.0009068553,0.00005295066,0.001035259,0.000008082851,0.00002865767,0.0001862765,0.00009611663,0.000142503,0.0002012896,0.00001982314],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9699967,0.007197192,0.00220168,0.001306563,0.00326726,0.01147477,0.001209422,0.0002046534,0.003141748],"genre_scores_gemma":[0.9744654,0.002441819,0.003035305,0.001260843,0.00138876,0.01266293,0.0007437555,0.00005381405,0.003947376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01867074,"threshold_uncertainty_score":0.06245983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02355804014666759,"score_gpt":0.3154055880801679,"score_spread":0.2918475479335004,"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."}}