{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006690702,0.0003824793,0.0005821852,0.0004856999,0.01457315,0.007149978,0.001779868,0.04378789,0.008515928],"category_scores_gemma":[0.02955703,0.0005279082,0.0007836799,0.0006757212,0.009695474,0.01217453,0.005893004,0.04740173,0.001754142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01281826,"about_ca_system_score_gemma":0.01754605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02799939,"about_ca_topic_score_gemma":0.05377621,"domain_scores_codex":[0.9932179,0.002702396,0.0005909703,0.0006458127,0.001571957,0.001271006],"domain_scores_gemma":[0.9849793,0.007402651,0.001138714,0.0004368833,0.001257436,0.004784954],"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":[0.000057244,0.00008608246,0.00377809,0.0001464313,0.0000106116,0.01052669,0.01151061,0.00008304207,0.0002903372,0.03401807,0.9009045,0.03858821],"study_design_scores_gemma":[0.00005298921,0.0001357643,0.005444151,0.001350092,0.00001602323,0.01149504,0.03076714,0.0004051818,0.0001796245,0.01435476,0.9357012,0.00009804041],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001055988,0.0006311819,0.00003643486,0.9947265,0.001175628,0.000004976483,0.000004623479,0.000005120781,0.002359581],"genre_scores_gemma":[0.02316,0.001385442,0.000181785,0.9671174,0.002881156,0.00005072425,0.00000931164,0.00001529189,0.005198913],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04378789,"threshold_uncertainty_score":0.09300345,"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."}}