{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001467482,0.0003631936,0.0002204123,0.0006243607,0.0007174607,0.001207997,0.0005081015,0.0007225888,0.04002631],"category_scores_gemma":[0.007065946,0.0001718445,0.0002497973,0.0002448894,0.00041659,0.0006264404,0.001940332,0.0009966173,0.00719944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000558171,"about_ca_system_score_gemma":0.001756877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001242175,"about_ca_topic_score_gemma":0.004308776,"domain_scores_codex":[0.9994212,0.0003152525,0.0000343382,0.00003464992,0.0001509585,0.00004367155],"domain_scores_gemma":[0.9982498,0.0006428426,0.00007508227,0.00005794907,0.0001869075,0.0007873681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002265148,0.0005972484,0.007316748,0.0005866442,0.00001517291,0.0006773655,0.001126509,0.004176883,0.001027814,0.007065177,0.2647944,0.7123895],"study_design_scores_gemma":[0.0001223024,0.0009177609,0.01428443,0.003263629,0.00003415099,0.005562792,0.002620631,0.007421965,0.002201872,0.02488953,0.9386129,0.0000680772],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1190104,0.08822908,0.0606908,0.1207342,0.01660255,0.001228158,0.001049022,0.002360375,0.5900953],"genre_scores_gemma":[0.5915298,0.1496672,0.07804827,0.009925421,0.002954464,0.00162819,0.001178516,0.0005796099,0.1644885],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04002631,"threshold_uncertainty_score":0.1339014,"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."}}