{"id":"W4243156157","doi":"10.33140/mcr.05.10.03","title":"Implementation of Clinical Algorithms for Take-Home Naloxone and Buprenorphine/ Naloxone in Emergency Rooms: SuboxED Project Evaluation","year":2020,"lang":"en","type":"article","venue":"Medical & Clinical Research","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"(+)-Naloxone; Buprenorphine; Medicine; Medical prescription; Opioid overdose; Emergency department; Opioid use disorder; Medical record; Emergency medicine; Pharmacy; Medical emergency; Algorithm; Family medicine; Opioid; Psychiatry; Nursing; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02312719,0.0002339399,0.001178407,0.000268549,0.00008166808,0.00001521351,0.0002910599,0.000449331,0.001633558],"category_scores_gemma":[0.03410869,0.0001873235,0.0003287219,0.001041122,0.0005126229,0.0001022409,0.0002467185,0.001309737,0.00003654601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009645331,"about_ca_system_score_gemma":0.002560209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007893138,"about_ca_topic_score_gemma":0.0004755072,"domain_scores_codex":[0.9895674,0.001744394,0.003365249,0.001018452,0.003602362,0.0007021513],"domain_scores_gemma":[0.9935708,0.003627475,0.0003099696,0.0004304556,0.001097701,0.0009635969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001913486,0.002029636,0.5702789,0.0005155102,0.0002307246,0.00004071849,0.0008106017,4.119821e-7,0.0001009178,0.00008231481,0.003327574,0.4206691],"study_design_scores_gemma":[0.02831683,0.01033596,0.9258437,0.0002896871,0.0002651212,0.000005710751,0.002572275,0.02684624,0.0001840459,0.00118701,0.003903212,0.0002502134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651334,0.001438135,0.001095404,0.02687327,0.0003428512,0.004878442,0.00006178571,0.00003804937,0.0001386364],"genre_scores_gemma":[0.9874254,0.005625048,0.004151192,0.0004780439,0.001028969,0.0007807847,0.0003805083,0.0000523942,0.00007760138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4204189,"threshold_uncertainty_score":0.9992791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4916605121916268,"score_gpt":0.6418246948482222,"score_spread":0.1501641826565954,"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."}}