{"id":"W3094542112","doi":"10.2196/20633","title":"A Novel Virtual Reality Medical Image Display System for Group Discussions of Congenital Heart Disease: Development and Usability Testing","year":2020,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Children's National Hospital","keywords":"Usability; Virtual reality; Visualization; Software; Computer science; Heart disease; Medical physics; Medical imaging; Medical diagnosis; Disease; Human–computer interaction; Medicine; Multimedia; Pathology; 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":[0.004829291,0.0008770888,0.0006474686,0.001002323,0.0002463094,0.0007329897,0.001010778,0.0006509031,0.002852145],"category_scores_gemma":[0.01325736,0.0003634388,0.0007140876,0.0003156063,0.0003738256,0.0009037937,0.001225567,0.0004137604,0.0003590694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002580994,"about_ca_system_score_gemma":0.0003939654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006478121,"about_ca_topic_score_gemma":0.0005268144,"domain_scores_codex":[0.9981166,0.001050675,0.0001805292,0.0002385823,0.0003034172,0.0001102896],"domain_scores_gemma":[0.9899592,0.007730612,0.0002930917,0.0005228384,0.001079185,0.0004150561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.008992343,0.009628735,0.05569518,0.005045181,0.0006790628,0.001880596,0.02177238,0.007128526,0.1868817,0.001217413,0.00482803,0.6962509],"study_design_scores_gemma":[0.005351808,0.1239054,0.506877,0.001484225,0.003001785,0.01025874,0.01528453,0.1190907,0.1649649,0.001504741,0.04708324,0.00119296],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652034,0.0002391664,0.03090253,0.00007752594,0.00005022177,0.001530843,0.0002594072,0.0008854656,0.0008514555],"genre_scores_gemma":[0.8573026,0.0004539217,0.1373261,0.0001211386,0.00005205329,0.002527539,0.0006224049,0.0001972618,0.001397034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004829291,"threshold_uncertainty_score":0.02553999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02153837211070402,"score_gpt":0.2610677343702935,"score_spread":0.2395293622595894,"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."}}