{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0136913,0.0004012497,0.0004518879,0.001010629,0.005659377,0.003015567,0.001462405,0.0007904544,0.0025613],"category_scores_gemma":[0.01990434,0.0005886312,0.0003856154,0.001143502,0.006009138,0.002466693,0.005811867,0.001585995,0.000165373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007564816,"about_ca_system_score_gemma":0.00926353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0339229,"about_ca_topic_score_gemma":0.06877013,"domain_scores_codex":[0.9902819,0.007369705,0.000231764,0.0002896928,0.0004503487,0.00137662],"domain_scores_gemma":[0.9832197,0.01070492,0.00158453,0.0005923078,0.001695595,0.002202983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007363354,0.0001776691,0.01342726,0.0001676532,0.000008522751,0.0006005659,0.9781775,0.00006430031,0.0006961396,0.0003632076,0.0004899806,0.005753576],"study_design_scores_gemma":[0.000007004094,0.0001353694,0.006321637,0.00009425996,0.00000435906,0.00008033386,0.9911711,0.00006697993,0.0002289239,0.00006887689,0.00181055,0.00001066476],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968781,0.0001407503,0.0005431048,0.0005714734,0.00001350067,0.0002898156,0.00013631,0.000005919284,0.001420915],"genre_scores_gemma":[0.9975646,0.0002848072,0.000818604,0.0003121526,0.00000757082,0.0003756527,0.00006021372,0.000009749033,0.0005666449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0339229,"threshold_uncertainty_score":0.07240742,"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."}}