{"id":"W4396770070","doi":"10.2196/52953","title":"The Scope of Virtual Reality Simulators in Radiology Education: Systematic Literature Review","year":2024,"lang":"en","type":"review","venue":"JMIR Medical Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scope (computer science); Systematic review; Randomized controlled trial; Scopus; Medicine; Virtual reality; Medical physics; MEDLINE; Medical education; Computer science; Surgery; Artificial intelligence","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":[0.02450232,0.00192291,0.007831991,0.01282412,0.0008350071,0.003992244,0.002451984,0.002772447,0.004059255],"category_scores_gemma":[0.09980595,0.001509829,0.009461555,0.01221233,0.001471319,0.004071667,0.002518283,0.001633909,0.0003473743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00491403,"about_ca_system_score_gemma":0.01874161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005615987,"about_ca_topic_score_gemma":0.01733458,"domain_scores_codex":[0.9749874,0.01061729,0.008216969,0.001412673,0.004253007,0.0005127672],"domain_scores_gemma":[0.8948528,0.08387265,0.01390541,0.001199034,0.005518234,0.0006517842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000107523,0.0000170578,0.0006140081,0.9639969,0.004672408,0.00005895734,0.0001945777,0.00009399324,0.00008481991,0.0001889885,0.0006775889,0.0292931],"study_design_scores_gemma":[0.0001458561,0.0001881611,0.002339816,0.9450704,0.04238927,0.0003205867,0.0003747514,0.0001004666,0.0001374554,0.0003018692,0.008597786,0.00003349317],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008511927,0.9978004,0.0002361116,0.0002872499,0.0001107297,0.0003315724,0.0001733379,0.000007604307,0.0002017227],"genre_scores_gemma":[0.01704963,0.9800454,0.001100507,0.0005668051,0.0001039311,0.0009166464,0.0001467917,0.000006882907,0.00006354279],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02450232,"threshold_uncertainty_score":0.1295822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03876582613991729,"score_gpt":0.4827219222385026,"score_spread":0.4439560960985853,"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."}}