{"id":"W4207038827","doi":"10.1080/10903127.2022.2033895","title":"Ineffectiveness of Paramedic Naloxone Administration as a Standalone Metric for Community Opioid Overdoses and the Increasing Use of Naloxone by Community Members","year":2022,"lang":"en","type":"article","venue":"Prehospital Emergency Care","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"(+)-Naloxone; Opioid overdose; Medicine; Opioid; Emergency medicine; Metric (unit); Medical emergency; Residence; Anesthesia; Emergency department; Drug overdose; Poison control; Internal medicine; Psychiatry; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009763679,0.000234958,0.0005984311,0.0001418146,0.0006698528,0.00001032691,0.000204884,0.00006244692,0.0001057234],"category_scores_gemma":[0.001477907,0.0001923312,0.0001940132,0.0005916747,0.0002711227,0.0001418929,0.0002778356,0.000544342,2.134877e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001896313,"about_ca_system_score_gemma":0.0002083092,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0168288,"about_ca_topic_score_gemma":0.0002140021,"domain_scores_codex":[0.9970822,0.001448053,0.0005498009,0.0001763874,0.0005360107,0.0002075616],"domain_scores_gemma":[0.9972798,0.001292233,0.0003564216,0.0006032085,0.0003726098,0.00009569424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03775178,0.01132046,0.7254,0.01459777,0.003164045,0.00001378968,0.1836754,0.0001906731,0.007619106,0.001801694,0.001065654,0.01339961],"study_design_scores_gemma":[0.03495694,0.02527637,0.7062197,0.0006364912,0.003497436,0.00007270935,0.1949395,0.0005000661,0.02889371,0.002179263,0.001884249,0.0009435578],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856364,0.01028689,0.0001896664,0.0001315721,0.0002213539,0.002216304,0.001113499,0.00003011639,0.0001741864],"genre_scores_gemma":[0.9973391,0.0006719623,0.0004198225,0.00003722305,0.00001303487,0.0005191642,0.0009387715,0.00003311944,0.0000278566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0212746,"threshold_uncertainty_score":0.9897182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01970152657645841,"score_gpt":0.2987588037114304,"score_spread":0.279057277134972,"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."}}