{"id":"W4393134837","doi":"10.2196/38413","title":"Extended Reality for Mental Health Evaluation: Scoping Review","year":2024,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Preprint; Mental health; Psychology; Computer science; Psychiatry; World Wide Web","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001227324,0.0001542235,0.0002993741,0.00007366574,0.0001279874,0.00007370145,0.0001412158,0.00004980666,0.001284646],"category_scores_gemma":[0.0000368653,0.0001482003,0.0002066752,0.0002105036,0.00004572554,0.0001685021,0.00004141177,0.0001066223,0.0004535534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003257935,"about_ca_system_score_gemma":0.000266999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005448349,"about_ca_topic_score_gemma":0.0001634665,"domain_scores_codex":[0.9980453,0.0002032664,0.0006437962,0.0004488129,0.0002609605,0.0003978226],"domain_scores_gemma":[0.9992311,0.00007600105,0.0001244648,0.0003621778,0.00005950751,0.0001467336],"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":[0.00003312514,0.000206451,0.000006256385,0.01546249,0.00005244263,0.000003013921,0.0004883099,9.566465e-8,0.00000248945,0.007710252,0.2623923,0.7136428],"study_design_scores_gemma":[0.002473036,0.003804912,0.008839778,0.3332797,0.0001461417,0.0003531638,0.0006396295,0.0003839248,0.00009059521,0.01868068,0.6304147,0.0008937904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.006031499,0.7538953,0.0005998489,0.1418026,0.01586061,0.02952197,0.001022307,0.001113161,0.05015269],"genre_scores_gemma":[0.9054665,0.00514759,0.001911071,0.01783177,0.001269078,0.03359589,0.001834316,0.000260079,0.03268374],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.899435,"threshold_uncertainty_score":0.9996283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1148831048861056,"score_gpt":0.5429645657048174,"score_spread":0.4280814608187118,"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."}}