{"id":"W7117905923","doi":"10.54393/pjhs.v6i12.3606","title":"Serum Liver Enzyme Patterns in Pediatric Hepatitis: A Systematic Review","year":2025,"lang":"","type":"article","venue":"Pakistan Journal of Health Sciences","topic":"Virus-based gene therapy research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Alanine aminotransferase; Liver enzyme; Viral hepatitis; Etiology; Autoimmune hepatitis; Population; Cohort; Hepatitis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01463414,0.0003100019,0.001223438,0.0006495158,0.0003556214,0.0001379184,0.001303718,0.0001285,0.00009246782],"category_scores_gemma":[0.000518225,0.0002507966,0.0002877878,0.001573067,0.0002677068,0.00002997777,0.0001622305,0.000485341,0.000009783184],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002622562,"about_ca_system_score_gemma":0.005871131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001144318,"about_ca_topic_score_gemma":0.001021703,"domain_scores_codex":[0.9924984,0.002325766,0.002819187,0.0004958506,0.000977497,0.0008832961],"domain_scores_gemma":[0.9969578,0.0001609937,0.001698744,0.0004459288,0.0004475386,0.0002889824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0005319716,0.000611475,0.1492539,0.8397169,0.0002023639,0.0001953298,0.0006185829,0.0001239863,0.0003573895,0.0001097585,0.002663867,0.005614475],"study_design_scores_gemma":[0.006591815,0.05363098,0.04435787,0.8771317,0.001089468,0.0008270033,0.00392888,0.001144633,0.006418984,0.0006529689,0.001959269,0.002266416],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2111352,0.7815921,0.0004989227,0.004938346,0.000512103,0.001130771,0.00002835624,0.000002512785,0.0001616122],"genre_scores_gemma":[0.5863654,0.4106494,0.00006722215,0.002674141,0.0001052579,0.00001303694,0.000001232302,0.000008561112,0.0001157366],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3752302,"threshold_uncertainty_score":0.9999945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02427470519488239,"score_gpt":0.3756161414754172,"score_spread":0.3513414362805348,"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."}}