{"id":"W3190021625","doi":"10.2196/30280","title":"Delivering Mental Health Care Virtually During the COVID-19 Pandemic: Qualitative Evaluation of Provider Experiences in a Scaled Context","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Women's College Hospital","funders":"Women's College Hospital","keywords":"Mental health; Context (archaeology); Nursing; Phone; Health care; Telehealth; Pandemic; Medicine; Telemedicine; Service provider; Ambulatory care; Psychology; Coronavirus disease 2019 (COVID-19); Business; Service (business); Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005658914,0.0001090387,0.0002947109,0.0002747752,0.000373606,0.00001800597,0.0001028718,0.00004426597,0.0003062476],"category_scores_gemma":[0.00100142,0.00007684452,0.00004757635,0.0007407676,0.0002562816,0.0002656437,0.0001042374,0.0003949732,0.000005591428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001714832,"about_ca_system_score_gemma":0.002826859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001521349,"about_ca_topic_score_gemma":0.003644528,"domain_scores_codex":[0.9945493,0.002337625,0.0006685581,0.0002339718,0.0017707,0.0004398331],"domain_scores_gemma":[0.9977793,0.0005679867,0.000192989,0.0001962006,0.001053363,0.0002101465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003681455,0.00009826641,0.01293839,0.0008334343,0.00002973541,0.000004833282,0.9626421,0.000004429854,0.0007527225,0.0000989712,0.0006818566,0.02154707],"study_design_scores_gemma":[0.005379455,0.00075239,0.04000857,0.0002097713,0.000006040775,0.00004311376,0.9500499,0.0003522121,0.001761755,0.00005230686,0.001318807,0.00006569867],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882172,0.001708601,0.00007774738,0.007325005,0.00004999619,0.002330474,0.00003188098,0.00001706185,0.0002420755],"genre_scores_gemma":[0.9976842,0.0001361681,0.00007139444,0.0008789591,0.00004090497,0.001031099,0.0001184346,0.000009589296,0.00002928009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02707019,"threshold_uncertainty_score":0.5014727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2681116595159903,"score_gpt":0.581033519807995,"score_spread":0.3129218602920047,"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."}}