{"id":"W3120052339","doi":"10.1016/j.drugalcdep.2021.108515","title":"Electronic health record adoption among US substance use disorder and other mental health treatment facilities","year":2021,"lang":"en","type":"article","venue":"Drug and Alcohol Dependence","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mental health; Accreditation; Medicine; Commission; Substance abuse; Environmental health; Family medicine; Quarter (Canadian coin); Business; Psychiatry; Finance; Medical education","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","sts"],"consensus_categories":[],"category_scores_codex":[0.001103968,0.0003378907,0.0006304055,0.00008899243,0.001462869,0.00004914771,0.00009724952,0.000143776,0.0001434926],"category_scores_gemma":[0.00004177146,0.0003028284,0.00005993446,0.0002255819,0.0001044091,0.0003596037,0.00005435146,0.0006581069,0.0000395537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001450055,"about_ca_system_score_gemma":0.002154224,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05331197,"about_ca_topic_score_gemma":0.2681351,"domain_scores_codex":[0.9950156,0.001463451,0.0008555218,0.0007693499,0.0003238263,0.001572315],"domain_scores_gemma":[0.9982534,0.000354722,0.0004249873,0.0004046832,0.00008957811,0.0004726377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000840958,0.0001220843,0.9473674,0.0006873869,0.00005527346,0.000006676736,0.01387761,0.000003310633,0.00004000748,0.001793748,0.001534546,0.03442781],"study_design_scores_gemma":[0.006063875,0.001304093,0.2691834,0.002010028,0.00002717002,0.0001175188,0.03145215,0.001009596,0.0000768621,0.0006447949,0.6870931,0.001017481],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705476,0.02209629,0.0002443363,0.004408327,0.0004840825,0.001591464,0.000197072,0.0001289796,0.0003018448],"genre_scores_gemma":[0.9518874,0.02636068,0.000236968,0.002511562,0.000148973,0.000314507,0.0000694733,0.0000518583,0.01841859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6855585,"threshold_uncertainty_score":0.9999424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05520483373322355,"score_gpt":0.3716681172922191,"score_spread":0.3164632835589956,"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."}}