{"id":"W4406501947","doi":"10.2196/59850","title":"Case-Based Virtual Reality Simulation for Severe Pelvic Trauma Clinical Skill Training in Medical Students: Design and Pilot Study","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nanjing Medical University","keywords":"Virtual reality; Simulation training; Training (meteorology); Physical therapy; Medical education; Simulation; Computer science; Psychology; Medicine; Human–computer interaction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005440224,0.0009629086,0.0008635651,0.001408269,0.000685739,0.0005803497,0.001395981,0.001259973,0.004481957],"category_scores_gemma":[0.005277134,0.0007611492,0.0008889036,0.0005580566,0.001254273,0.00059105,0.001051014,0.000718537,0.0006590192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008400576,"about_ca_system_score_gemma":0.002037929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009043313,"about_ca_topic_score_gemma":0.001355671,"domain_scores_codex":[0.9967584,0.002073436,0.0001844754,0.000244629,0.0003049879,0.0004339956],"domain_scores_gemma":[0.9963769,0.002073472,0.0002697745,0.000322835,0.0003876757,0.000569324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01782882,0.6397881,0.07023793,0.00385797,0.0002609419,0.004521824,0.02514469,0.009947511,0.04166087,0.001378179,0.001058982,0.1843142],"study_design_scores_gemma":[0.01134119,0.8681027,0.07607968,0.0003143425,0.00031692,0.001451697,0.01166707,0.007234037,0.01525669,0.0005285334,0.007512755,0.0001943609],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834635,0.00007792949,0.002866055,0.00004105506,0.00001793864,0.01285406,0.00007847451,0.00002239567,0.0005785126],"genre_scores_gemma":[0.9626576,0.0004093724,0.01519452,0.0001168949,0.0000426518,0.02056188,0.0001142398,0.000007699927,0.0008950955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005440224,"threshold_uncertainty_score":0.02877098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1292076036549704,"score_gpt":0.4951306424652884,"score_spread":0.365923038810318,"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."}}