{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003571496,0.0005807464,0.0002429543,0.0005445292,0.0003938499,0.0004817813,0.001413689,0.0005419269,0.001827869],"category_scores_gemma":[0.006452805,0.0003205757,0.0004045769,0.0002054227,0.0003879246,0.0006056118,0.001287637,0.000531668,0.0005750067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005353612,"about_ca_system_score_gemma":0.002782768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002029361,"about_ca_topic_score_gemma":0.00254477,"domain_scores_codex":[0.998576,0.0004897415,0.0001160223,0.0001543033,0.0005599631,0.0001038741],"domain_scores_gemma":[0.9960514,0.0008793219,0.0002740488,0.0005178525,0.001732281,0.0005451915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001585173,0.008805312,0.1876124,0.0005518142,0.0002382583,0.001019199,0.005598681,0.06261783,0.3767368,0.00289758,0.004564349,0.3477726],"study_design_scores_gemma":[0.0007197838,0.02877979,0.2157721,0.0004498261,0.0004426761,0.00259217,0.004766661,0.3524709,0.3281122,0.001277143,0.06436922,0.0002475262],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8967711,0.00004729582,0.09550205,0.0001904937,0.00009910535,0.002386376,0.0004645131,0.0007465081,0.003792556],"genre_scores_gemma":[0.7778541,0.0001614538,0.2159993,0.00009247327,0.00001759287,0.001195148,0.001351809,0.0001485749,0.0031794],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003571496,"threshold_uncertainty_score":0.01888812,"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."}}