{"id":"W2587778570","doi":"10.1080/15563650.2017.1290253","title":"Accuracy of the paracetamol-aminotransferase multiplication product to predict hepatotoxicity in modified-release paracetamol overdose","year":2017,"lang":"en","type":"article","venue":"Clinical Toxicology","topic":"Drug-Induced Hepatotoxicity and Protection","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Health and Medical Research Council","keywords":"Medicine; Ingestion; Acetylcysteine; Acetaminophen; Context (archaeology); Drug overdose; Liver injury; Anesthesia; Pharmacology; Poison control; Internal medicine; Emergency medicine; Chemistry; Biochemistry","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003983688,0.0004298294,0.0009274499,0.0001601255,0.000850975,0.00004907589,0.001643611,0.001158347,0.0002131668],"category_scores_gemma":[0.01053945,0.0003618619,0.0004235449,0.0003314562,0.001058421,0.0003590702,0.0004932074,0.002574464,0.0001750633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002261863,"about_ca_system_score_gemma":0.0003863278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002968653,"about_ca_topic_score_gemma":0.0006875728,"domain_scores_codex":[0.9935216,0.002611183,0.001702126,0.001047942,0.0003066287,0.0008105146],"domain_scores_gemma":[0.9942692,0.002194043,0.0009648827,0.001865317,0.0002173408,0.0004892358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002502212,0.004549438,0.7315794,0.0001859866,0.0002152673,0.00005326812,0.0005956375,0.003757084,0.1085434,0.00263747,0.001125793,0.1442551],"study_design_scores_gemma":[0.004853873,0.0005416602,0.7742367,0.00007597627,0.0001464794,0.00002183055,0.00002473393,0.009875133,0.1869881,0.001537618,0.021204,0.0004938888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832006,0.0001093451,0.0003721262,0.006863427,0.003788493,0.003847075,0.0001464881,0.00008858409,0.001583867],"genre_scores_gemma":[0.9946653,0.0003073207,0.0001693338,0.003273767,0.0005686801,0.0006015673,0.00001211924,0.00004048834,0.0003614314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1437612,"threshold_uncertainty_score":0.9998834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2533240851525859,"score_gpt":0.49935417206065,"score_spread":0.2460300869080641,"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."}}