{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00191134,0.0001195368,0.0002029567,0.00009430113,0.0002614807,0.000226479,0.0006874487,0.0001179924,0.00001036676],"category_scores_gemma":[0.0003677671,0.00009957789,0.00004304669,0.0003006389,0.0006632138,0.0003914329,0.0005342058,0.0002360888,0.0001359299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002480925,"about_ca_system_score_gemma":0.0001283035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000606626,"about_ca_topic_score_gemma":0.0001304027,"domain_scores_codex":[0.9980422,0.0003388791,0.0002987458,0.0005648067,0.0003524595,0.0004028694],"domain_scores_gemma":[0.9981471,0.0003154329,0.00007143182,0.0009480938,0.0002353367,0.0002826154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000218163,0.0001612957,0.0001255914,0.00001640634,0.00001334973,0.000003187206,0.001858526,1.365293e-7,0.0001356293,0.1234725,0.00850078,0.8656908],"study_design_scores_gemma":[0.0006002976,0.002661716,0.2213907,0.00005389953,0.000004136606,0.00003709748,0.0005407838,0.002312803,0.0006458491,0.0226063,0.7488307,0.0003156755],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8907714,0.002263411,0.0103451,0.05913389,0.0005203638,0.001646336,0.00001656668,0.0006708193,0.03463203],"genre_scores_gemma":[0.9943207,0.002934747,0.001532818,0.0002674582,0.000395936,0.00009688169,0.000001281782,0.00001016546,0.000440047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8653751,"threshold_uncertainty_score":0.4060668,"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."}}