{"id":"W3173911966","doi":"10.2105/ajph.2021.306306","title":"The Effect of Overdose Education and Naloxone Distribution: An Umbrella Review of Systematic Reviews","year":2021,"lang":"en","type":"review","venue":"American Journal of Public Health","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":154,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Systematic review; Medicine; PsycINFO; Publication bias; MEDLINE; (+)-Naloxone; Meta-analysis; Grey literature; Critical appraisal; Protocol (science); Inclusion and exclusion criteria; Family medicine; Alternative medicine; Opioid; Political science","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":[0.009747603,0.0003539163,0.007660163,0.0001449676,0.00007441494,0.00002519872,0.0002486147,0.00005623051,0.00001564954],"category_scores_gemma":[0.003907732,0.0001774524,0.0008177894,0.001023673,0.0002165384,0.00008571827,0.00003928406,0.0004099701,0.000002095796],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005231761,"about_ca_system_score_gemma":0.007015608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007634369,"about_ca_topic_score_gemma":0.00000163837,"domain_scores_codex":[0.9888808,0.006493826,0.00351947,0.0002214887,0.000600038,0.0002844158],"domain_scores_gemma":[0.9880723,0.001087157,0.008916623,0.0007861315,0.0006168962,0.0005208633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002390401,0.0001401691,0.0000241684,0.4802101,0.0002087544,0.00000175873,0.00004460473,1.374729e-9,1.385885e-8,0.00003684569,0.0007951609,0.518536],"study_design_scores_gemma":[0.0001645705,0.002736422,0.00002818792,0.5246062,0.001534175,0.000829515,0.000161052,1.989328e-7,9.081793e-8,6.200132e-7,0.4698751,0.00006381246],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004561452,0.9945391,0.00007467093,0.00198075,0.0002153513,0.003075239,0.00003732562,0.000003541113,0.00002839128],"genre_scores_gemma":[0.00004501404,0.9989004,0.0002562475,0.0002804566,0.0001322969,0.000109998,0.0002116526,0.00002996314,0.00003395475],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5184723,"threshold_uncertainty_score":0.9986137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08268016756487896,"score_gpt":0.4481485100244972,"score_spread":0.3654683424596183,"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."}}