{"id":"W1965311635","doi":"10.1016/j.jpedsurg.2011.02.026","title":"Development and validation of a pediatric laparoscopic surgery simulator","year":2011,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto; Toronto Western Hospital; Hospital for Sick Children; SickKids Foundation","funders":"","keywords":"Medicine; Laparoscopic surgery; Laparoscopy; Medical physics; Surgery; Simulation; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001442159,0.0001386394,0.0006522071,0.0008045707,0.00004300557,0.000009464344,0.00004081982,0.0001022199,0.0002731646],"category_scores_gemma":[0.0009320634,0.0001119745,0.0002273255,0.0005585623,0.00002398538,0.0001657084,0.00002085353,0.0001733947,0.000007261482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000348278,"about_ca_system_score_gemma":0.0005315654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003243526,"about_ca_topic_score_gemma":2.082863e-7,"domain_scores_codex":[0.9979624,0.00006971094,0.001165281,0.0001285767,0.0004718305,0.0002022496],"domain_scores_gemma":[0.9968009,0.001684645,0.0008622939,0.0001020897,0.0002996614,0.0002504005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002406457,0.0001977514,0.9918585,0.0001501931,0.00006569468,0.000100869,0.0004902548,0.00001446342,0.0000122867,0.000008352634,0.0006989893,0.006162044],"study_design_scores_gemma":[0.002361022,0.0001004967,0.9901845,0.00007176455,0.0007073382,0.00007912242,0.0002150922,0.00005355835,0.003215567,0.00006563645,0.0026708,0.0002750745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977528,0.001134057,0.00008175343,0.0000242251,0.0006179563,0.0000721016,0.000001020972,0.00001555811,0.0003004649],"genre_scores_gemma":[0.9964943,0.0006396124,0.00105111,0.00005789498,0.00170502,0.000001246282,0.000003434132,0.00001709899,0.0000302985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005886969,"threshold_uncertainty_score":0.4566186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08759549930771471,"score_gpt":0.2917473851161457,"score_spread":0.204151885808431,"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."}}