{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002408085,0.0001208087,0.0001936211,0.001376997,0.0005789111,0.0007973721,0.0003027863,0.0004340705,0.002052719],"category_scores_gemma":[0.01027643,0.0002754432,0.000603964,0.001614233,0.0004090196,0.0009512986,0.001046585,0.0007720054,0.0002006239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007377241,"about_ca_system_score_gemma":0.0008939136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01549338,"about_ca_topic_score_gemma":0.01186184,"domain_scores_codex":[0.9984902,0.0006136311,0.0002297687,0.0001633209,0.0002632415,0.0002397596],"domain_scores_gemma":[0.9890254,0.003828901,0.004899339,0.0003500971,0.0009558926,0.0009402345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000290108,0.0000333132,0.9957273,0.00002429462,0.00001640137,0.0000702227,0.0022764,0.000030661,0.00005593689,0.00002023459,0.0001377496,0.001578488],"study_design_scores_gemma":[0.000002909065,0.00009354184,0.9876748,0.00005671116,0.00001864711,0.0003165696,0.01113501,0.0002177553,0.00007969271,0.00001340461,0.0003823,0.00000858044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988376,0.0001182661,0.00009870142,0.0001198132,0.000002736586,0.00002484722,0.000422271,0.000001815674,0.000373986],"genre_scores_gemma":[0.9994013,0.0001593559,0.00008735523,0.00004604035,0.000004990081,0.00002679907,0.0001921147,0.000001597567,0.000080378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01549338,"threshold_uncertainty_score":0.03080642,"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."}}