{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001954933,0.0006973549,0.001284769,0.002374759,0.0002049832,0.001152626,0.000777089,0.000885491,0.003478652],"category_scores_gemma":[0.003276866,0.0002317337,0.0008335285,0.002538243,0.0006894955,0.001614333,0.0007338068,0.002230441,0.001515131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008950974,"about_ca_system_score_gemma":0.001611735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00139312,"about_ca_topic_score_gemma":0.001706902,"domain_scores_codex":[0.9994204,0.0001590521,0.00009682926,0.0000999243,0.0001899442,0.00003388611],"domain_scores_gemma":[0.9980987,0.001188524,0.0001628156,0.00004802979,0.0004288081,0.0000732434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006629208,0.00003071353,0.0004024794,0.01336125,0.0001170789,0.0001001419,0.00005835339,0.0003135562,0.0003580669,0.004441363,0.02170071,0.95905],"study_design_scores_gemma":[0.00002316451,0.000152088,0.002738749,0.00997489,0.0002564739,0.001502684,0.00008901415,0.0001932401,0.0003445435,0.003256169,0.9814268,0.00004218874],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009381228,0.9982144,0.0001221653,0.0006822454,0.0002340567,0.000002310104,0.00001195871,0.000005779918,0.0006334001],"genre_scores_gemma":[0.0008109925,0.9980428,0.0001987811,0.0003466768,0.0003479369,0.000004711959,0.00002230696,0.000002595422,0.0002230693],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003478652,"threshold_uncertainty_score":0.01163721,"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."}}