{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003405749,0.0001537856,0.0002985772,0.00005110604,0.00003985137,0.00001639781,0.00002929504,0.00006027404,0.00003073875],"category_scores_gemma":[0.00001795615,0.000138118,0.0000219709,0.0001297213,0.00002903818,0.00004137539,0.00002786314,0.00005743312,0.00003479262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004162278,"about_ca_system_score_gemma":0.000260482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001611645,"about_ca_topic_score_gemma":0.0002995185,"domain_scores_codex":[0.9990259,0.00002263868,0.0002195725,0.0003236763,0.0002193808,0.000188803],"domain_scores_gemma":[0.9994918,0.00003168694,0.00004187062,0.0002600103,0.00007102153,0.0001036201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009778197,0.009484546,0.9621916,0.0002285126,0.0004652624,0.0001356571,0.007469071,0.00000160071,0.008273482,0.00006982468,0.00002384287,0.01155885],"study_design_scores_gemma":[0.006673581,0.0004485145,0.7348483,0.0005848841,0.0003847854,0.00001939415,0.0008217672,0.0002879304,0.250971,0.00004451325,0.004644989,0.0002703324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945207,0.00355085,0.00004441951,0.0004853138,0.00001225141,0.0007281651,0.00001297607,0.00004433264,0.0006010016],"genre_scores_gemma":[0.9909116,0.0004253839,0.00629067,0.000285449,0.00003719459,0.0004849293,0.0002932469,0.00002239447,0.00124911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2426976,"threshold_uncertainty_score":0.5632288,"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."}}