{"id":"W3154781900","doi":"10.1186/s12939-021-01484-5","title":"Needs, gaps and opportunities for standard and e-mental health care among at-risk populations in the Asia Pacific in the context of COVID-19: a rapid scoping review","year":2021,"lang":"en","type":"article","venue":"International Journal for Equity in Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health; University of Alberta; University of Ottawa; University of British Columbia","funders":"Department of Psychiatry, Faculty of Medicine, University of British Columbia; Canadian Institutes of Health Research; University of British Columbia","keywords":"Public health; Context (archaeology); Coronavirus disease 2019 (COVID-19); Social policy; Mental health; Health services research; 2019-20 coronavirus outbreak; Pandemic; Health policy; Health care; Environmental health; Health informatics; Political science; Economic growth; Medicine; Geography; Nursing; Psychiatry; Outbreak; Economics; Virology; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0445064,0.00160795,0.006582182,0.03043288,0.00227339,0.00954001,0.003495052,0.006085566,0.005111056],"category_scores_gemma":[0.1396251,0.002053204,0.007094974,0.02848669,0.002038829,0.01142312,0.00736684,0.003884681,0.0008291372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0110201,"about_ca_system_score_gemma":0.06390348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02027754,"about_ca_topic_score_gemma":0.04651404,"domain_scores_codex":[0.9748099,0.008696417,0.009606665,0.001145103,0.004648141,0.001093787],"domain_scores_gemma":[0.8480119,0.1123654,0.01631222,0.002035861,0.01969419,0.001580325],"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":[0.00008537016,0.00003181461,0.001076591,0.8334702,0.001619966,0.0003174091,0.002375638,0.0002822242,0.0002439387,0.002706981,0.01099423,0.1467956],"study_design_scores_gemma":[0.00001492451,0.00002870261,0.0009924831,0.9632422,0.002283038,0.0001307276,0.001481278,0.00006947321,0.00004940456,0.0008194779,0.03086573,0.00002249656],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001316452,0.9830913,0.000771124,0.008955808,0.0007923099,0.001647321,0.001217547,0.00002960342,0.002178529],"genre_scores_gemma":[0.005622296,0.9866624,0.002896566,0.002017519,0.0001891969,0.001884973,0.0005273988,0.00001074697,0.0001888847],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0445064,"threshold_uncertainty_score":0.2353752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.315708937445843,"score_gpt":0.5524461904746807,"score_spread":0.2367372530288377,"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."}}