{"id":"W3032960100","doi":"10.1111/ajt.16137","title":"Living donor liver paired exchange: A North American first","year":2020,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"ABO incompatibility; Medicine; Living donor liver transplantation; ABO blood group system; Swap (finance); Liver transplantation; Surgery; Transplantation; Immunology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001283193,0.0001489579,0.0003809253,0.0001756156,0.00006834475,0.00002225754,0.00009312046,0.00001807747,0.000120133],"category_scores_gemma":[0.00003412785,0.000133284,0.000145208,0.0006531989,0.0001517846,0.0002273251,0.000003218483,0.0002179361,0.00002767366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004515945,"about_ca_system_score_gemma":0.0000882819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001005634,"about_ca_topic_score_gemma":0.00024889,"domain_scores_codex":[0.9987478,0.00008484226,0.0004469482,0.0001567296,0.0003910215,0.000172636],"domain_scores_gemma":[0.9988058,0.0001672973,0.0004963665,0.00007298956,0.0001746098,0.0002829367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004940647,0.0004008301,0.7117183,0.001128973,0.0005658868,0.001471469,0.05948363,0.0003896822,0.003817788,0.00003332715,0.0005218834,0.2155276],"study_design_scores_gemma":[0.001570956,0.002753048,0.9900931,0.0002213284,0.0006160843,0.0008777926,0.001182441,0.0006317224,0.0009283334,0.000001123244,0.000933293,0.0001907601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972882,0.00008754702,0.0220118,0.004554259,0.000076378,0.0001528524,0.00002905506,0.00004494569,0.0001611841],"genre_scores_gemma":[0.9900771,0.002876697,0.004384313,0.002298014,0.0002815711,0.000002878398,0.00003797058,0.00002647656,0.00001492473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2783749,"threshold_uncertainty_score":0.5435162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01620669858174784,"score_gpt":0.2365372135093047,"score_spread":0.2203305149275569,"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."}}