{"id":"W3126085822","doi":"10.2196/25835","title":"Use of Telehealth in Substance Use Disorder Services During and After COVID-19: Online Survey Study","year":2021,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Substance Abuse and Mental Health Services Administration","keywords":"Telehealth; Telemedicine; Videoconferencing; Business; Service provider; Service (business); Pandemic; Odds; Health care; Medicine; Nursing; Coronavirus disease 2019 (COVID-19); Marketing; Telecommunications; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.000553626,0.0001848542,0.0005325366,0.0001958701,0.000113325,0.00001590047,0.00004190807,0.00004772886,0.00009502447],"category_scores_gemma":[0.00006157764,0.0001723546,0.0000262685,0.0005500328,0.00004383418,0.0002607917,0.00005344412,0.0002224074,0.000001231318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003903451,"about_ca_system_score_gemma":0.0006029556,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03750237,"about_ca_topic_score_gemma":0.3931069,"domain_scores_codex":[0.9974471,0.0004269875,0.0008668962,0.0004237976,0.0003877238,0.0004474338],"domain_scores_gemma":[0.99861,0.0001821363,0.0002548644,0.0003002307,0.00008378425,0.0005689873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001130242,0.001674621,0.9834515,0.002432843,0.00001921304,0.0000958227,0.008131911,0.000001166995,0.00004785982,0.000002625333,0.0001326333,0.002879505],"study_design_scores_gemma":[0.006001104,0.0009389637,0.9821702,0.0002479408,0.000009343734,0.00004883648,0.008913228,0.00003185139,0.00002601914,0.000002693441,0.001502888,0.0001069392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925562,0.0008112754,0.000006681491,0.003965325,0.00009333226,0.002070319,0.0004642115,0.00003164797,9.865305e-7],"genre_scores_gemma":[0.989326,0.001061972,0.0004898168,0.008027456,0.00004228577,0.00008617773,0.0008246466,0.00002702225,0.000114624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3556045,"threshold_uncertainty_score":0.968907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07411976427671126,"score_gpt":0.4208832099517753,"score_spread":0.3467634456750641,"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."}}