{"id":"W3119141922","doi":"10.1186/s12889-021-10497-2","title":"Take-home naloxone programs for suspected opioid overdose in community settings: a scoping umbrella review","year":2021,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; Alberta Health Services; Western University; Centre for Addiction and Mental Health; Public Health Ontario; BC Centre for Disease Control; University of British Columbia; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Medicine; (+)-Naloxone; Opioid overdose; Grey literature; Systematic review; Guideline; Public health; Poison control; Drug overdose; Best practice; Dosing; Psychological intervention; Medical emergency; MEDLINE; Opioid; Psychiatry; Nursing; Pharmacology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002252288,0.0002847165,0.001002038,0.0001699656,0.0002550189,0.00007511067,0.0001825492,0.0001073838,0.00009456896],"category_scores_gemma":[0.001525618,0.0002699621,0.0001866695,0.001267556,0.00005585948,0.0001326355,0.0001290273,0.0005420407,0.0000244521],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009077896,"about_ca_system_score_gemma":0.006590018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001009366,"about_ca_topic_score_gemma":0.002164032,"domain_scores_codex":[0.9964846,0.0008151479,0.0009266168,0.0004504845,0.0003846633,0.0009384292],"domain_scores_gemma":[0.9975393,0.000325124,0.0002782048,0.0009605994,0.0003781353,0.000518673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.0002845463,0.02014089,0.3045636,0.409175,0.0004272547,0.0001608957,0.01221798,0.000001400701,0.0001306535,0.002438079,0.02037451,0.2300852],"study_design_scores_gemma":[0.03521208,0.004895817,0.4526268,0.2277734,0.0003162031,0.0005806743,0.01271483,0.0006336924,0.0001824668,0.001167676,0.2620638,0.001832514],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4842207,0.3554275,0.002191447,0.1325857,0.0006822881,0.02121337,0.0001730875,0.0009558265,0.002550046],"genre_scores_gemma":[0.6707202,0.1098347,0.1148062,0.08244859,0.0007174463,0.00587805,0.01333496,0.0004949205,0.001764925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2455928,"threshold_uncertainty_score":0.9999753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09614516140278768,"score_gpt":0.3849966467951918,"score_spread":0.2888514853924041,"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."}}