{"id":"W2850421964","doi":"10.2196/games.9226","title":"Head-Mounted Virtual Reality and Mental Health: Critical Review of Current Research","year":2018,"lang":"en","type":"review","venue":"JMIR Serious Games","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":195,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Current (fluid); Head (geology); Virtual reality; Mental health; Psychology; Computer science; Human–computer interaction; Engineering; Geology; Electrical engineering; Psychiatry","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":[0.005544267,0.001285163,0.003454507,0.007789759,0.0007603148,0.00321995,0.002383072,0.003381967,0.005199022],"category_scores_gemma":[0.01781811,0.0008593472,0.00245321,0.006937058,0.001805232,0.003912463,0.001593592,0.002924791,0.0008993016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002346959,"about_ca_system_score_gemma":0.006039676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005013816,"about_ca_topic_score_gemma":0.00684712,"domain_scores_codex":[0.9964768,0.001254624,0.0009989076,0.0003238687,0.0008244982,0.0001213021],"domain_scores_gemma":[0.9706042,0.02498816,0.001655157,0.0002875764,0.002233175,0.0002317165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001510991,0.0001025102,0.0006457181,0.2933243,0.0006838051,0.0003472396,0.0006786808,0.0003182363,0.0001889265,0.004343522,0.02396578,0.6752502],"study_design_scores_gemma":[0.00005187565,0.0002810626,0.004045318,0.5298531,0.002405306,0.003439312,0.001418565,0.0002379944,0.0002090721,0.004688198,0.4532614,0.0001087456],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003398434,0.9994234,0.00003624604,0.0002963176,0.00009536417,0.000005651527,0.00000716163,0.000001354111,0.0001006386],"genre_scores_gemma":[0.0005284932,0.9989032,0.0001153735,0.000235416,0.0001600387,0.00001509655,0.00001127429,0.000001091822,0.00003009847],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007789759,"threshold_uncertainty_score":0.02932119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2204817781350137,"score_gpt":0.550651960503526,"score_spread":0.3301701823685124,"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."}}