{"id":"W4388136985","doi":"10.1097/01.eem.0000995428.00016.b6","title":"Redefining APAP Overdose Management","year":2023,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Poisoning and overdose treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ingestion; Medicine; Acetaminophen; Nomogram; Emergency department; Antidote; Acute toxicity; Medical emergency; Acetylcysteine; Anesthesia; Toxicity; Psychiatry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002034302,0.0007368697,0.0004971813,0.001764922,0.001297846,0.003248101,0.001167481,0.003529553,0.115304],"category_scores_gemma":[0.01394551,0.0003584235,0.0008366678,0.001089265,0.0007683841,0.005078432,0.002649548,0.006299775,0.06766988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001308195,"about_ca_system_score_gemma":0.002248739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003166412,"about_ca_topic_score_gemma":0.00614582,"domain_scores_codex":[0.9982349,0.0005843598,0.0002834814,0.0001314626,0.0005779017,0.0001879193],"domain_scores_gemma":[0.9931936,0.001582376,0.0006145135,0.0002648816,0.002776726,0.001568049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001188811,0.00001830695,0.0004977733,0.0001443258,0.00000295597,0.0002992124,0.00009289238,0.00007498916,0.00006887072,0.001300822,0.9163522,0.08113576],"study_design_scores_gemma":[0.00001512367,0.00002628003,0.001225309,0.001223267,0.000006240263,0.001655704,0.0002708854,0.000145911,0.0001149466,0.002470846,0.9928278,0.00001759388],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002750981,0.01757838,0.0205843,0.4809428,0.03211029,0.0009320254,0.003958878,0.007194501,0.4339478],"genre_scores_gemma":[0.07300403,0.0879517,0.1401617,0.3607123,0.04879094,0.00166983,0.009949545,0.0037076,0.2740524],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.115304,"threshold_uncertainty_score":0.3857305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06147206702614389,"score_gpt":0.3575590650248955,"score_spread":0.2960869979987517,"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."}}