{"id":"W2897877729","doi":"10.2196/10839","title":"Virtual Reality Clinical Research: Promises and Challenges","year":2018,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":256,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"","keywords":"Virtual reality; Phobias; Exposure therapy; Psychology; Clinical trial; Clinical research; Anxiety; Medicine; Psychotherapist; Computer science; Psychiatry; Human–computer interaction","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1910419,0.001116863,0.00265097,0.004433902,0.003777317,0.01667762,0.005614329,0.009851507,0.007706768],"category_scores_gemma":[0.1718555,0.0008314347,0.001532938,0.003181401,0.02618048,0.0284159,0.01077285,0.01430483,0.002011208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00503619,"about_ca_system_score_gemma":0.01554702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002107362,"about_ca_topic_score_gemma":0.002579173,"domain_scores_codex":[0.9089207,0.06946793,0.004514979,0.003241694,0.0120972,0.00175751],"domain_scores_gemma":[0.5639069,0.3771107,0.008246482,0.01559119,0.02648629,0.008658354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003405303,0.0004202038,0.003822823,0.009682211,0.0001822922,0.000520178,0.006082872,0.001262054,0.0008943841,0.3212601,0.03063517,0.6248972],"study_design_scores_gemma":[0.0002246187,0.001612719,0.004701615,0.0303292,0.0001784429,0.00280716,0.02196264,0.002187325,0.0009050366,0.5667884,0.3679948,0.0003079945],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.004246149,0.3879332,0.03238405,0.55243,0.005577059,0.0002523261,0.0001860535,0.0001427067,0.01684837],"genre_scores_gemma":[0.1825793,0.5828765,0.1240317,0.07432943,0.03015341,0.002134134,0.0003550744,0.0001901831,0.003350403],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1910419,"threshold_uncertainty_score":0.9975894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2791575581843351,"score_gpt":0.4537776113035004,"score_spread":0.1746200531191653,"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."}}