{"id":"W4381597213","doi":"10.1097/prs.0000000000010879","title":"Simulation in Craniosynostosis Surgery","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Craniosynostosis; Medicine; Surgery; Combinatorics; Mathematics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0006314962,0.000173282,0.0005564598,0.001002119,0.00006573792,0.00001903473,0.0000270542,0.0001221311,0.0008183621],"category_scores_gemma":[0.008474295,0.0001667794,0.0002331969,0.001447577,0.00009974757,0.000149251,0.00002067798,0.0002078278,0.0003810418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008118215,"about_ca_system_score_gemma":0.0001636313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001752938,"about_ca_topic_score_gemma":0.000008520115,"domain_scores_codex":[0.9983327,0.00009708047,0.0005451803,0.0003441322,0.0002887205,0.0003921365],"domain_scores_gemma":[0.962972,0.03651462,0.0001103757,0.0001439966,0.00009979847,0.000159143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002554687,0.00004287416,0.9012957,0.00004637862,0.00004840784,0.0001908178,0.00009380032,0.008952258,0.00003611833,0.00005320084,0.0001062201,0.0888788],"study_design_scores_gemma":[0.0007260864,0.00001182733,0.9357663,0.0002972097,0.00002923973,0.00002739106,0.0002556791,0.06125884,0.00008867482,0.0002648197,0.0010666,0.0002072995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955049,0.00002530692,0.0002859683,0.0001042361,0.001226729,0.0001542198,0.00001125674,0.0002648926,0.00242251],"genre_scores_gemma":[0.9994951,0.00002216397,0.00005380493,0.00009331512,0.0001462356,0.00001785349,0.00007671274,0.00002821013,0.00006663423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0886715,"threshold_uncertainty_score":0.9998778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05711878549370877,"score_gpt":0.2958274258948398,"score_spread":0.2387086404011311,"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."}}