{"id":"W3205235034","doi":"10.1176/appi.ps.202100088","title":"Addiction Treatment and Telehealth: Review of Efficacy and Provider Insights During the COVID-19 Pandemic","year":2021,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":123,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Telehealth; Addiction; Pandemic; Medicine; Telemedicine; Telepsychiatry; Buprenorphine; Psychiatry; Coronavirus disease 2019 (COVID-19); Nursing; Family medicine; Health care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007860839,0.0001610099,0.000320376,0.00006599839,0.0001459681,0.00001203907,0.00004051728,0.00004986837,0.00005147665],"category_scores_gemma":[0.00002564631,0.00009561451,0.00005120836,0.0003346688,0.00002975756,0.00004839684,0.00003159164,0.0000706975,0.000004715512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009870355,"about_ca_system_score_gemma":0.0002331936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004468884,"about_ca_topic_score_gemma":0.0002302556,"domain_scores_codex":[0.9990063,0.0000882612,0.0003024416,0.0003101675,0.0001514454,0.0001413966],"domain_scores_gemma":[0.9991828,0.0001244332,0.0001492286,0.0003197722,0.00006079363,0.0001629536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003726954,0.001318119,0.9038199,0.0656679,0.0006505921,0.00002967893,0.006460557,0.00000283997,0.0002882739,0.00007271273,0.0003719518,0.02094483],"study_design_scores_gemma":[0.009806071,0.0008971093,0.8886971,0.001576989,0.001933536,0.0006363305,0.001557386,0.00003810441,0.0001424288,0.0001546474,0.09432311,0.0002371298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6185456,0.3754134,0.000001077046,0.005176749,0.00007383432,0.0006028191,0.000006954023,0.00003169022,0.000147861],"genre_scores_gemma":[0.551512,0.4436359,0.000232338,0.004225695,0.0001154072,0.00008887494,0.0000497455,0.00001718807,0.0001228662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09395116,"threshold_uncertainty_score":0.3899046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02093441434819565,"score_gpt":0.3153290527611436,"score_spread":0.2943946384129479,"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."}}