{"id":"W3126692129","doi":"10.1186/s12913-021-06321-7","title":"Going virtual: youth attitudes toward and experiences of virtual mental health and substance use services during the COVID-19 pandemic","year":2021,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"Canadian Institutes of Health Research; Centre for Addiction and Mental Health","keywords":"Mental health; Service (business); Pandemic; Psychology; Medicine; Medical education; Psychiatry; Business; Coronavirus disease 2019 (COVID-19); Marketing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002463754,0.0002414648,0.0004729596,0.0002322233,0.001139708,0.0002483959,0.000501716,0.0001094756,0.0001192688],"category_scores_gemma":[0.00004310581,0.0002019839,0.00006884246,0.0007309876,0.0004860148,0.0005622829,0.0005117379,0.0004867651,0.00002402649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004249932,"about_ca_system_score_gemma":0.0008154207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00615125,"about_ca_topic_score_gemma":0.01780773,"domain_scores_codex":[0.9945518,0.001695509,0.0009701157,0.0008158123,0.000852949,0.001113844],"domain_scores_gemma":[0.9969414,0.0008960643,0.0003457836,0.000570608,0.0001669483,0.001079154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005723051,0.0003919161,0.424182,0.008453871,0.00005073895,0.0000102426,0.5618535,0.000003022177,0.00003122076,0.001823817,0.00003711415,0.002590245],"study_design_scores_gemma":[0.001529061,0.001386704,0.1683078,0.001451316,0.000003768128,0.0001432085,0.8254386,0.00008723929,0.000067676,0.00008506061,0.001283358,0.0002162458],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981505,0.01523114,0.00002274174,0.001433301,0.0004524569,0.0009267788,0.000268789,0.0000728592,0.00008694176],"genre_scores_gemma":[0.994541,0.001094523,0.0001366355,0.003171603,0.00007125729,0.0001787016,0.00007651386,0.00003595547,0.0006937701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.263585,"threshold_uncertainty_score":0.993713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1996937315438456,"score_gpt":0.49711260433415,"score_spread":0.2974188727903044,"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."}}