{"id":"W4390700001","doi":"10.1101/2024.01.03.24300786","title":"Substance Use and Overdose in Pennsylvania Libraries, 2019","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"(+)-Naloxone; Opioid overdose; Public health; Drug overdose; Quarter (Canadian coin); Medicine; Distribution (mathematics); Business; Environmental health; Medical emergency; Opioid; Poison control; Nursing; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005260783,0.00009628826,0.0001433425,0.001369976,0.001177709,0.001558093,0.0002854997,0.0003572135,0.006122854],"category_scores_gemma":[0.003668069,0.0001932996,0.0001915867,0.001726087,0.0003012458,0.001084558,0.001292558,0.0006491406,0.0008939962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001600386,"about_ca_system_score_gemma":0.001850617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04599505,"about_ca_topic_score_gemma":0.07657863,"domain_scores_codex":[0.9992123,0.0003088272,0.00006370159,0.00008266421,0.0001802865,0.0001521411],"domain_scores_gemma":[0.9947583,0.000754799,0.002712284,0.0001016772,0.0007891523,0.0008837632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004244046,0.0002169604,0.9876132,0.00002528966,0.00002001334,0.00007866829,0.0008733764,0.00002631419,0.00006750613,0.00003744554,0.001794121,0.009204592],"study_design_scores_gemma":[0.000004439122,0.0001238153,0.9908036,0.00003561192,0.00001295897,0.0001731345,0.0067452,0.00009316093,0.0001011647,0.00002781851,0.001872443,0.000006629605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943485,0.0003930463,0.00007132065,0.001033736,0.00001300347,0.0000307073,0.001009038,0.00001335071,0.003087425],"genre_scores_gemma":[0.9974725,0.0003956492,0.0001162511,0.0004804677,0.00003087786,0.00002808942,0.0005116627,0.000003270351,0.0009611149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04599505,"threshold_uncertainty_score":0.09145468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02468169667067475,"score_gpt":0.265349437890736,"score_spread":0.2406677412200613,"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."}}