{"id":"W2995289560","doi":"10.1176/appi.ps.201900555","title":"Telemedicine for Mental Health in the United States: Making Progress, Still a Long Way to Go","year":2019,"lang":"en","type":"letter","venue":"Psychiatric Services","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Institute of Mental Health; National Institute on Aging","keywords":"Medicaid; Mental health; Quarter (Canadian coin); Telemedicine; Medicine; Telepsychiatry; Health care; Economic shortage; Mental illness; Family medicine; Psychiatry; Gerontology; Political science; Geography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00117184,0.0005542143,0.0009672056,0.001372921,0.0001721091,0.00005709126,0.0005393987,0.0003070045,0.0001121357],"category_scores_gemma":[0.00002198739,0.0003721323,0.0001436297,0.001903893,0.00003922825,0.0000866093,0.00006181817,0.001210899,0.00007136152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002944153,"about_ca_system_score_gemma":0.0003049309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001407834,"about_ca_topic_score_gemma":0.001305122,"domain_scores_codex":[0.9956186,0.0002076275,0.001294806,0.0007721987,0.000937305,0.001169498],"domain_scores_gemma":[0.9978352,0.0003543703,0.0007597409,0.0007233512,0.0001843388,0.0001429561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003019573,0.0001313199,0.03164543,0.008391601,0.00009787032,0.00003075314,0.006445111,0.000002137236,2.09811e-7,0.000008585871,0.9428506,0.01009444],"study_design_scores_gemma":[0.004716874,0.002687439,0.02273671,0.0007278129,0.0001999288,0.00009059578,0.003118061,0.0003222543,4.194779e-7,0.00006849845,0.9650202,0.000311234],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01905267,0.003209544,0.0001826375,0.9654761,0.001600557,0.009867305,0.0003986471,0.0001085607,0.0001040096],"genre_scores_gemma":[0.004215954,0.0005604667,0.003010342,0.9662052,0.006483216,0.000660037,0.01848505,0.000121024,0.0002586891],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02216959,"threshold_uncertainty_score":0.999873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02823597122535518,"score_gpt":0.3719749079113865,"score_spread":0.3437389366860314,"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."}}