{"id":"W4402851603","doi":"10.1016/j.jpedsurg.2024.161951","title":"Virtual Reality for Pediatric Trauma Education - A Preliminary Face and Content Validation Study","year":2024,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Children's Hospital; University of Ottawa; McGill University Health Centre; St. Michael's Hospital","funders":"Fondation de l'Hôpital de Montréal pour enfants; McGill University Health Centre; Children's Hospital Foundation; McGill University","keywords":"Medicine; Virtual reality; Face (sociological concept); Content (measure theory); Medical physics; Human–computer interaction","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01342408,0.0007437919,0.0006774663,0.001622158,0.001410408,0.001157195,0.001064477,0.0006461796,0.002937519],"category_scores_gemma":[0.0322784,0.0004906829,0.000994875,0.0007811092,0.001446683,0.0014693,0.001986506,0.001093971,0.0006965399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001406541,"about_ca_system_score_gemma":0.002555198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002222766,"about_ca_topic_score_gemma":0.002671475,"domain_scores_codex":[0.9938747,0.002919504,0.0004374846,0.0005235691,0.001840195,0.000404383],"domain_scores_gemma":[0.9673173,0.01980522,0.00138654,0.002650414,0.007807361,0.001033115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008232741,0.06764389,0.4270357,0.001280065,0.0003656876,0.001306472,0.1357544,0.003146653,0.04875664,0.003051365,0.002931912,0.3004945],"study_design_scores_gemma":[0.002075319,0.0526424,0.7833544,0.0006658819,0.0008272916,0.002249947,0.08326374,0.009934573,0.04354728,0.001517829,0.01963392,0.0002874428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947995,0.00003302561,0.00198269,0.00004980193,0.00001935523,0.001340057,0.0001040961,0.00001851108,0.001652915],"genre_scores_gemma":[0.9865768,0.0001708184,0.007834364,0.0001512886,0.00002715563,0.002556481,0.0003975036,0.00003766215,0.00224799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01342408,"threshold_uncertainty_score":0.0709942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09029042213926171,"score_gpt":0.3295431502016114,"score_spread":0.2392527280623497,"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."}}