{"id":"W4319303821","doi":"10.1097/lvt.0000000000000079","title":"Combined heart-liver transplantation practices survey in North America: Evaluation and organ listing practices","year":2023,"lang":"en","type":"article","venue":"Liver Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences","keywords":"Medicine; Liver transplantation; Transplantation; Liver biopsy; Listing (finance); Liver disease; General surgery; Internal medicine; Biopsy; Intensive care medicine; Surgery","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":[0.001835795,0.0002643475,0.0003931912,0.0004455567,0.0001852955,0.00008354173,0.00008058712,0.0001365875,0.00008175078],"category_scores_gemma":[0.0005531348,0.0002565806,0.00005972281,0.001209627,0.0000796,0.0009358492,0.000005741299,0.0003192907,0.00006603422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006167866,"about_ca_system_score_gemma":0.0001509492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004154229,"about_ca_topic_score_gemma":0.01435718,"domain_scores_codex":[0.9968937,0.001007823,0.0005435218,0.0005398513,0.0006748389,0.0003402434],"domain_scores_gemma":[0.9966853,0.002106998,0.0006512209,0.0001824888,0.0002447053,0.0001293176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00253409,0.0001444284,0.9692931,0.002063097,0.0000795893,0.0006631245,0.01266404,0.0002883651,0.002934532,0.00004080681,0.00003718602,0.009257657],"study_design_scores_gemma":[0.004129058,0.0002683062,0.9835117,0.0002043199,0.0008715463,0.0002621953,0.000573027,0.008838171,0.0009642364,0.00002378429,0.00008610387,0.0002675825],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952777,0.0002702297,0.001845465,0.000670945,0.0002010415,0.001078906,0.0001909779,0.0001808929,0.0002838173],"genre_scores_gemma":[0.9743392,0.01519993,0.005167912,0.0002998869,0.00008094097,0.00007493553,0.004731833,0.00003869329,0.00006670599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02093857,"threshold_uncertainty_score":0.9999886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1329465344548807,"score_gpt":0.397890562647451,"score_spread":0.2649440281925703,"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."}}