{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00277019,0.0001783888,0.0002397038,0.001895545,0.0004919331,0.001076444,0.0007545624,0.0002802454,0.002167796],"category_scores_gemma":[0.0204932,0.0001732029,0.0002919317,0.002876059,0.0005455327,0.0007339753,0.0008172748,0.0004594362,0.0001937193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003317668,"about_ca_system_score_gemma":0.005573761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2834479,"about_ca_topic_score_gemma":0.4536653,"domain_scores_codex":[0.9963838,0.0006268248,0.0005261698,0.0003929817,0.001788799,0.0002814059],"domain_scores_gemma":[0.973783,0.00524893,0.01438549,0.000676143,0.004634551,0.001271867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003790331,0.000009947928,0.9893854,0.0001391144,0.00003082137,0.00004843549,0.0002733435,0.00008157498,0.0001274222,0.00003640883,0.0006001365,0.009229484],"study_design_scores_gemma":[0.000001386076,0.00002625946,0.9980538,0.00009941056,0.0000159819,0.0001133469,0.0005694276,0.0002539722,0.00008153322,0.00001753573,0.0007637969,0.000003527945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885138,0.002046689,0.0005446823,0.001678396,0.00003616589,0.00009861107,0.003303791,0.00003417534,0.003743798],"genre_scores_gemma":[0.997362,0.0007864037,0.000514212,0.0001396334,0.00002102304,0.00002226633,0.0008436085,0.000005157049,0.0003058357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2834479,"threshold_uncertainty_score":0.5635961,"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."}}