{"id":"W4391916838","doi":"10.1101/2024.02.16.24302807","title":"Virtual Reality for Pediatric Trauma Education - A Face and Content Validation Study","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of Ottawa; McGill University; Montreal General Hospital; Montreal Children's Hospital","funders":"","keywords":"Content validity; Virtual reality; Test (biology); Medical education; Face validity; Medicine; Psychology; Clinical psychology; Computer science; Psychometrics","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":[0.01127823,0.0004716905,0.0004735601,0.001493369,0.0007106212,0.0008725575,0.0006283114,0.0004601017,0.001974127],"category_scores_gemma":[0.03074751,0.0002990521,0.0008815264,0.00078921,0.0008319083,0.0008529722,0.001435312,0.0007624686,0.0005662526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009806635,"about_ca_system_score_gemma":0.001554733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006788255,"about_ca_topic_score_gemma":0.0008665959,"domain_scores_codex":[0.9940634,0.003433242,0.0003734357,0.0004434936,0.001389798,0.000296657],"domain_scores_gemma":[0.9743798,0.01569454,0.002205359,0.002016865,0.004963898,0.000739655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002331827,0.01386974,0.7216398,0.001120437,0.0002731447,0.001051191,0.05379009,0.001600312,0.009894849,0.001160831,0.002664237,0.1906036],"study_design_scores_gemma":[0.0008702867,0.01692542,0.9053052,0.0008145656,0.000355997,0.003064578,0.03354751,0.009249257,0.01079266,0.0007641051,0.01815706,0.0001533554],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960976,0.00007563029,0.001250549,0.00005299939,0.00001745526,0.001128531,0.0001502025,0.00001541288,0.001211679],"genre_scores_gemma":[0.9895852,0.0002526712,0.006617631,0.0001523876,0.00002697646,0.002303551,0.0004100683,0.00002268948,0.0006287381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01127823,"threshold_uncertainty_score":0.05964565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1541535891663601,"score_gpt":0.424194816991009,"score_spread":0.2700412278246488,"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."}}