{"id":"W4404170716","doi":"10.1055/a-2464-9543","title":"Advancements in MELD Score and Its Impact on Hepatology","year":2024,"lang":"en","type":"review","venue":"Seminars in Liver Disease","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; London Health Sciences Centre; Western University","funders":"","keywords":"Hepatology; Liver transplantation; Liver disease; Medicine; Internal medicine; Context (archaeology); Creatinine; United Network for Organ Sharing; Intensive care medicine; Transplantation; Gastroenterology; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009869679,0.0004239856,0.0009943411,0.0006091797,0.00001839483,0.00001518687,0.00009338331,0.0001708821,0.000117128],"category_scores_gemma":[0.00001688797,0.0003141339,0.0002708886,0.0003659683,0.00004163265,0.0001026672,0.00004430189,0.0004219524,0.0001893395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002917658,"about_ca_system_score_gemma":0.0004705014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003118033,"about_ca_topic_score_gemma":0.00001335551,"domain_scores_codex":[0.9983721,0.0001084321,0.0003897318,0.0005873134,0.0002305821,0.0003118462],"domain_scores_gemma":[0.999195,0.0001017864,0.00007604928,0.0002476449,0.00001828482,0.0003612671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.002030651,0.001080057,0.03800887,0.2077412,0.001119529,0.03700183,0.0005797299,0.000003918977,4.683274e-7,0.0005260987,0.001062307,0.7108454],"study_design_scores_gemma":[0.006222082,0.001582119,0.04769517,0.7450565,0.04788814,0.0004360127,0.0000819243,0.0005791676,0.000004557773,0.0009320801,0.1472291,0.002293146],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01829308,0.9794751,2.675827e-7,0.00002609999,0.0001760173,0.001206992,0.0005142958,0.00002889932,0.0002792709],"genre_scores_gemma":[0.02518462,0.9734128,0.000006227739,0.0001103369,0.00007616394,0.0001675889,0.0007452624,0.00005022429,0.0002468229],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7085522,"threshold_uncertainty_score":0.9999311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03904875230723005,"score_gpt":0.3858528014742975,"score_spread":0.3468040491670675,"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."}}