{"id":"W4308061034","doi":"10.2196/39634","title":"Providers’ Perspectives on Telemental Health Usage After the COVID-19 Pandemic: Retrospective Analysis","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Institute of Mental Health","keywords":"Telemedicine; Pandemic; Coronavirus disease 2019 (COVID-19); Health care; Telehealth; Mental health; Medicine; Business; Nursing; Public relations; Medical emergency; Political science; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005324004,0.0001912181,0.0004310223,0.001124393,0.001831071,0.00004994977,0.0002422386,0.00003560526,0.004202001],"category_scores_gemma":[0.0003068605,0.000129157,0.0001915822,0.003028791,0.0003346779,0.0002034164,0.000284501,0.001519031,0.00004387056],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005039557,"about_ca_system_score_gemma":0.001081321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001020602,"about_ca_topic_score_gemma":0.0003262472,"domain_scores_codex":[0.9943472,0.001481217,0.0005367164,0.0004819174,0.002295354,0.0008576443],"domain_scores_gemma":[0.998025,0.000535953,0.0002198066,0.0004924375,0.0002451078,0.0004816973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002457562,0.0009132235,0.5835142,0.0002223969,0.0009053251,0.00006145789,0.3133438,0.00001988872,0.00003251348,0.002220478,0.08898697,0.00732222],"study_design_scores_gemma":[0.003078696,0.007778921,0.5507861,0.00001367063,0.00008554028,0.0001034136,0.3531128,0.0002465825,0.00001498732,0.0004817537,0.08413742,0.0001601464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9216654,0.0004994704,0.0005223365,0.06918347,0.00009227878,0.004669092,0.0004107563,0.0001265685,0.002830665],"genre_scores_gemma":[0.9866874,0.000125161,0.00005372128,0.009463303,0.0001521823,0.002693326,0.0002170933,0.00002228532,0.000585505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06502206,"threshold_uncertainty_score":0.9994684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1236935008122447,"score_gpt":0.5013926284733412,"score_spread":0.3776991276610965,"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."}}