{"id":"W2911261024","doi":"10.1007/s11701-019-00927-0","title":"Training of laparoscopic novices both individually and in dyads using a simulation task","year":2019,"lang":"en","type":"article","venue":"Journal of Robotic Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Royal Alexandra Hospital Foundation","keywords":"Medicine; Task (project management); Duration (music); Significant difference; Training (meteorology); Physical medicine and rehabilitation; Physical therapy; Audiology; Cognitive psychology; Psychology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009180164,0.00008621128,0.0005793223,0.0004056725,0.0000152684,0.00001335001,0.00002851329,0.00007020243,0.00009643562],"category_scores_gemma":[0.0003626755,0.0000709858,0.0001016548,0.0002634201,0.00003005298,0.0001735649,0.0000116732,0.000174864,0.000001006881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003314716,"about_ca_system_score_gemma":0.0001739923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007200862,"about_ca_topic_score_gemma":0.000001908878,"domain_scores_codex":[0.9987422,0.00006280627,0.0006553355,0.00009064336,0.0003046347,0.0001443843],"domain_scores_gemma":[0.9978552,0.001451945,0.0004464518,0.0000682654,0.00008777082,0.0000903193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001911197,0.00005931225,0.7211021,0.00008801434,0.00005202308,0.00004424694,0.0008735823,0.2686995,0.0009154823,0.000009662118,0.000001214916,0.007963771],"study_design_scores_gemma":[0.003650486,0.0001434747,0.8649874,0.001594405,0.0001138906,0.000137618,0.0009344554,0.1279587,0.0001051928,0.00007008031,0.0001784132,0.0001258609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985493,0.0002767312,0.0004823586,0.00006245433,0.0002755391,0.00007723235,3.886014e-7,0.000004625026,0.0002713388],"genre_scores_gemma":[0.9989026,0.00001543563,0.0008525643,0.0001244826,0.00007639771,1.494864e-7,0.000001309969,0.00001073134,0.00001635484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1438853,"threshold_uncertainty_score":0.2894717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08531959577396635,"score_gpt":0.3346101839676676,"score_spread":0.2492905881937013,"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."}}