{"id":"W4411932361","doi":"10.14309/ajg.0000000000003628","title":"Geographical Distance From Transplant Center and Impact on Waitlist Outcomes and Healthcare Utilization Prelisting","year":2025,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; University of Calgary; Western University","funders":"London Health Sciences Centre","keywords":"Medicine; Liver disease; Liver transplantation; Receipt; Internal medicine; Population; Multivariate analysis; Cohort; Emergency medicine; Demography; Transplantation; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003862552,0.0001267465,0.0002112981,0.0004685935,0.0004454481,0.0007751177,0.0004285607,0.0002401372,0.003031766],"category_scores_gemma":[0.002537044,0.00009913325,0.0004442383,0.000911069,0.0004377317,0.0003400897,0.0007087114,0.0003839107,0.0002789065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001494315,"about_ca_system_score_gemma":0.001200669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08726582,"about_ca_topic_score_gemma":0.1225342,"domain_scores_codex":[0.9995751,0.00009161058,0.00004611673,0.00007737652,0.00008522391,0.0001245946],"domain_scores_gemma":[0.9978284,0.0002684565,0.001002243,0.00008839038,0.0001838356,0.0006286062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009968247,0.00001279972,0.9982653,0.00001583676,0.00004555213,0.00006314222,0.0000780084,0.00009616165,0.00005249012,0.00002195919,0.0001214156,0.001127618],"study_design_scores_gemma":[0.000003807599,0.00003338097,0.9993976,0.000009382208,0.00001556771,0.00007746725,0.00021034,0.00009434605,0.00001462564,0.00001642471,0.0001241586,0.000002855423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984195,0.0003267406,0.00005125399,0.0001244863,0.000005874441,0.000003839963,0.0004590664,0.000003251422,0.0006059463],"genre_scores_gemma":[0.9995044,0.00007126253,0.00001947982,0.00001559758,0.000005449678,0.000002076475,0.0002984102,0.000001128248,0.0000821032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08726582,"threshold_uncertainty_score":0.1735157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01280252728900298,"score_gpt":0.3014155251838762,"score_spread":0.2886129978948732,"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."}}