{"id":"W2324373750","doi":"10.1097/sla.0000000000000723","title":"Prospective, Randomized Assessment of Transfer of Training (ToT) and Transfer Effectiveness Ratio (TER) of Virtual Reality Simulation Training for Laparoscopic Skill Acquisition","year":2014,"lang":"en","type":"letter","venue":"Annals of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Training (meteorology); Virtual reality; Simulation training; Medical physics; Simulation; Artificial intelligence","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":[0.006496192,0.0006009483,0.001536233,0.0003637931,0.0006767394,0.000833187,0.001005226,0.003563423,0.005892504],"category_scores_gemma":[0.02835585,0.0005219899,0.001276369,0.000539618,0.001212046,0.001679349,0.0005902334,0.002549445,0.0007933294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001388663,"about_ca_system_score_gemma":0.001901308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008897951,"about_ca_topic_score_gemma":0.001502384,"domain_scores_codex":[0.9941485,0.003585852,0.0006827291,0.0007174865,0.0005578882,0.000307572],"domain_scores_gemma":[0.9801478,0.01425301,0.002446571,0.001135405,0.0008842263,0.001132902],"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":[0.9321734,0.01043781,0.02037035,0.0003279072,0.001213237,0.0001630674,0.0001105943,0.0002670147,0.0007416548,0.0003728561,0.002162359,0.03165976],"study_design_scores_gemma":[0.6290512,0.2894249,0.0711742,0.000200611,0.002076566,0.0002677907,0.0002084219,0.002450401,0.001041501,0.001608631,0.002407207,0.00008848449],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814058,0.002913541,0.00101248,0.004854938,0.00145545,0.005106372,0.0009755167,0.00004673171,0.002229218],"genre_scores_gemma":[0.9887243,0.0007135146,0.001697284,0.002631218,0.001037907,0.003876595,0.0004763424,0.00000800208,0.0008347195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006496192,"threshold_uncertainty_score":0.03435558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2099979296257523,"score_gpt":0.4027483197072564,"score_spread":0.1927503900815041,"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."}}