{"id":"W4311093341","doi":"10.1080/21681163.2022.2152374","title":"Development and evaluation of an open-source virtual reality C-Arm simulator","year":2022,"lang":"en","type":"article","venue":"Computer Methods in Biomechanics and Biomedical Engineering Imaging & Visualization","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; London Health Sciences Centre","keywords":"Virtual reality; Apprenticeship; Simulation; Computer science; Likert scale; Open source; Learning curve; Medical physics; Medicine; Software; Artificial intelligence; Psychology; Operating system","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004603322,0.0001275841,0.0002703582,0.0003478338,0.00009078738,0.00004076733,0.00009911841,0.00004747302,0.00004238112],"category_scores_gemma":[0.0001433903,0.0001259014,0.00001733641,0.0005637525,0.00003293885,0.0000974692,0.0003709146,0.0001316209,8.776615e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001076678,"about_ca_system_score_gemma":0.00008270179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000134517,"about_ca_topic_score_gemma":2.567592e-7,"domain_scores_codex":[0.9983031,0.0002841054,0.0004374235,0.0003266066,0.0004916412,0.0001571715],"domain_scores_gemma":[0.9993693,0.0001611971,0.00009407668,0.0001273473,0.00009035837,0.0001577025],"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":[0.0000456764,0.0002946573,0.00010273,0.00006138161,0.00002378157,0.00000457435,0.000855682,0.009153839,0.007978599,0.002245564,0.000002332536,0.9792312],"study_design_scores_gemma":[0.002601122,0.0002060498,0.001158933,0.00006426656,0.00003119281,0.00002184458,0.0001329975,0.9811112,0.001149174,0.0001443408,0.01324301,0.0001358893],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3048415,0.00008914943,0.6945085,0.00005490984,0.0001948785,0.0002532182,0.000002366152,0.00004733969,0.000008182262],"genre_scores_gemma":[0.8431538,0.000005377663,0.1564808,0.0001493475,0.00004475062,0.00002109631,0.0001219119,0.0000200548,0.000002870529],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9790953,"threshold_uncertainty_score":0.5134112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07021069907258583,"score_gpt":0.4204541010599417,"score_spread":0.3502434019873559,"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."}}