{"id":"W3162023024","doi":"10.1371/journal.pone.0250324","title":"Opioid Treatment Deserts: Concept development and application in a US Midwestern urban county","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Ohio State University","keywords":"Opioid use disorder; Buprenorphine; Opioid overdose; Oxycodone; Geocoding; Opioid; Methadone; Poison control; Medicine; Naltrexone; (+)-Naloxone; Environmental health; Emergency medicine; Geography; Psychiatry; Cartography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008443028,0.0005958907,0.0003510567,0.003379565,0.0009054659,0.00255458,0.001499719,0.0005245603,0.002202341],"category_scores_gemma":[0.01821537,0.0004491857,0.001281625,0.003381679,0.001047999,0.001391567,0.003115624,0.0008094989,0.0001488016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004528275,"about_ca_system_score_gemma":0.006092233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09058706,"about_ca_topic_score_gemma":0.1045587,"domain_scores_codex":[0.9978999,0.001108129,0.0001367142,0.0003616189,0.000382883,0.0001107593],"domain_scores_gemma":[0.9902199,0.005328354,0.00103683,0.0004251442,0.002571404,0.0004183781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001694799,0.000503971,0.7846351,0.001027809,0.0003665002,0.0005482676,0.008696771,0.05015581,0.0008646461,0.02444521,0.007377005,0.1212094],"study_design_scores_gemma":[0.0002696336,0.0009905081,0.4287984,0.001676559,0.0006655168,0.0007285948,0.04434343,0.4544131,0.001701591,0.02698528,0.03919271,0.0002347011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8417062,0.001236379,0.1293892,0.002602533,0.00008992683,0.004204463,0.006422198,0.0005149252,0.01383417],"genre_scores_gemma":[0.7139062,0.0009874003,0.279068,0.0002439991,0.00003445166,0.002349182,0.002523179,0.00005349582,0.0008341502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09058706,"threshold_uncertainty_score":0.1801196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02827088731456973,"score_gpt":0.2490427304141258,"score_spread":0.2207718430995561,"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."}}