{"id":"W4200013526","doi":"10.1037/fsh0000648","title":"From challenge to opportunity: COVID-19 and the evolution of virtual mental health care.","year":2021,"lang":"en","type":"letter","venue":"Families Systems & Health","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Loneliness; Mental health; PsycINFO; Telehealth; Telepsychiatry; Pandemic; Mental health care; Health care; Isolation (microbiology); Telemedicine; Coronavirus disease 2019 (COVID-19); Social isolation; Psychology; Nursing; MEDLINE; Medicine; Psychiatry; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001588466,0.000451588,0.001978643,0.0004168654,0.000466579,0.00002602753,0.0001828685,0.0003643077,0.00006767867],"category_scores_gemma":[0.0003172873,0.0003401893,0.0001391402,0.000334242,0.0002198185,0.00005633166,0.0001352479,0.001138909,0.000008975348],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003540152,"about_ca_system_score_gemma":0.01076202,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2240166,"about_ca_topic_score_gemma":0.004349179,"domain_scores_codex":[0.9940286,0.001459953,0.001832468,0.0007366217,0.001161685,0.0007806765],"domain_scores_gemma":[0.9961997,0.0005177087,0.001167823,0.0008229887,0.0002263829,0.001065362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002403302,0.00003723916,0.0004250507,0.008887886,0.0001592877,0.00004173571,0.04145232,0.000001105687,0.000002151829,0.0003729239,0.9415722,0.006807745],"study_design_scores_gemma":[0.004628654,0.001963181,0.0006061085,0.001186054,0.0000780405,0.00009195696,0.1399321,0.00002376698,5.238701e-7,0.00001799817,0.8512838,0.0001878689],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004368618,0.05213717,0.0007959327,0.9324213,0.002226256,0.005292011,0.002399612,0.00009614821,0.000263006],"genre_scores_gemma":[0.06690726,0.007607216,0.0001632961,0.9085078,0.005947357,0.0003295858,0.009855305,0.0000881111,0.0005940731],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2196675,"threshold_uncertainty_score":0.999905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05710871235103271,"score_gpt":0.3577704991134919,"score_spread":0.3006617867624592,"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."}}