{"id":"W3195117850","doi":"10.2196/27404","title":"Self-directed Technology-Based Therapeutic Methods for Adult Patients Receiving Mental Health Services: Systematic Review","year":2021,"lang":"en","type":"review","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Women's College Hospital","funders":"","keywords":"Psychological intervention; Mental health; Systematic review; Medicine; Usability; Digital health; Inclusion (mineral); Health technology; Health care; MEDLINE; Psychology; Nursing; Psychiatry; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.01071908,0.001470531,0.008983377,0.007553115,0.000802071,0.002966574,0.002145153,0.002088329,0.005916922],"category_scores_gemma":[0.04736196,0.001022799,0.009205895,0.008303598,0.001046631,0.002521839,0.001491903,0.001607831,0.0003188006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004068193,"about_ca_system_score_gemma":0.01262207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005467594,"about_ca_topic_score_gemma":0.01448506,"domain_scores_codex":[0.9879246,0.00536841,0.003524926,0.0006489522,0.002293912,0.0002391795],"domain_scores_gemma":[0.9654024,0.02543611,0.006113444,0.0005361885,0.002173667,0.0003382379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002309878,0.00004818059,0.0002399633,0.9542661,0.005593464,0.00003749017,0.0001598919,0.00005780513,0.00005978915,0.0001166927,0.0006602941,0.03852928],"study_design_scores_gemma":[0.0008397101,0.0005140008,0.002102124,0.9370487,0.04797996,0.0002296101,0.0003343561,0.0001282739,0.00019193,0.0002227175,0.01036725,0.00004138146],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001408125,0.9961002,0.0002500126,0.0001790238,0.000115991,0.001371791,0.0002256674,0.00001648418,0.0003328694],"genre_scores_gemma":[0.02157252,0.9734171,0.001731704,0.0005308362,0.00008937927,0.002310222,0.0001956409,0.000007061557,0.0001455222],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01071908,"threshold_uncertainty_score":0.05668855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05466520125936889,"score_gpt":0.505360517198393,"score_spread":0.4506953159390241,"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."}}