{"id":"W4386346448","doi":"10.1097/lvt.0000000000000251","title":"A model including standardized weight improved predicting waiting list mortality in adolescent liver transplant candidates: A US national study","year":2023,"lang":"en","type":"article","venue":"Liver Transplantation","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Liver transplantation; Model for End-Stage Liver Disease; Liver disease; Cohort; Transplantation; Internal medicine; Retrospective cohort study; United Network for Organ Sharing; Creatinine; Pediatrics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007307236,0.00032015,0.0004104433,0.0004843248,0.0002404322,0.00005458016,0.0001164358,0.0001298605,0.00004008917],"category_scores_gemma":[0.00001128534,0.0003152332,0.0001462545,0.0006383276,0.00004676398,0.0004811242,0.00001260544,0.0003497502,0.00002290118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002680802,"about_ca_system_score_gemma":0.0003167609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001399596,"about_ca_topic_score_gemma":0.002717391,"domain_scores_codex":[0.9971445,0.0001641793,0.0006717207,0.0006066496,0.0009406885,0.000472286],"domain_scores_gemma":[0.9991885,0.0001377643,0.0001346358,0.0001696245,0.0001823973,0.00018701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003353291,0.0007109481,0.9516731,0.002187717,0.000506216,0.002943523,0.02711859,0.002234839,0.008859767,0.0001067251,0.0000169199,0.0002883845],"study_design_scores_gemma":[0.006994239,0.0001407669,0.493593,0.0007162975,0.001220296,0.00006785985,0.000510206,0.4943507,0.002106162,0.00004629605,0.000002183408,0.0002519804],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932999,0.00009436378,0.002862708,0.00005778658,0.0001175343,0.001613808,0.001076802,0.0003200579,0.000557037],"genre_scores_gemma":[0.9955308,0.001650077,0.0001893637,0.0001536062,0.0001374043,0.0001704898,0.002079133,0.00004594796,0.00004311653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4921158,"threshold_uncertainty_score":0.99993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05860461544641556,"score_gpt":0.3189196581995702,"score_spread":0.2603150427531546,"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."}}