{"id":"W2262358356","doi":"10.7019/tpj.200912.0107","title":"Prevention and Monitoring of Hepatotoxicity among Patients Receiving Antituberculosis Medications","year":2009,"lang":"en","type":"article","venue":"Zhōnghuá yàoxué zázhì","topic":"Drug-Induced Hepatotoxicity and Protection","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Medicine; Internal medicine; Alanine aminotransferase; Logistic regression; Liver function; Liver function tests; Gastroenterology","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":[0.0007760433,0.000216292,0.0003040176,0.0001933967,0.0003914308,0.00002134143,0.0001818243,0.0004163707,0.0001272799],"category_scores_gemma":[0.0001844415,0.0002294271,0.0001035735,0.0003520957,0.0001608637,0.0003710281,0.00005413521,0.0007129486,0.00001962885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008491967,"about_ca_system_score_gemma":0.00004701771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009173966,"about_ca_topic_score_gemma":0.00003312302,"domain_scores_codex":[0.9981701,0.0003809445,0.000496161,0.0003527461,0.0002515958,0.0003484762],"domain_scores_gemma":[0.9989566,0.000156309,0.0002959489,0.0002218538,0.0001580787,0.0002112688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006641015,0.0006515441,0.8634757,0.00007380266,0.000102695,0.000002130202,0.0008242585,0.00004838506,0.03202428,0.0004373598,0.000144191,0.1021492],"study_design_scores_gemma":[0.00104207,0.0002476221,0.842127,0.0001219907,0.0001396786,0.000003596961,0.00008084572,0.0007081106,0.1525721,0.001475801,0.001236984,0.000244213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931936,0.0001867345,0.0002911739,0.0002812436,0.0008266179,0.0006379026,0.00002181337,0.0001149198,0.004446023],"genre_scores_gemma":[0.9983657,0.0005395987,0.0004656669,0.00012908,0.0002034369,0.00004369459,0.00002282367,0.0000162074,0.0002138173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1205478,"threshold_uncertainty_score":0.9355764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07712865594885832,"score_gpt":0.4060506405183619,"score_spread":0.3289219845695036,"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."}}