{"id":"W4392627025","doi":"10.1097/txd.0000000000001601","title":"Can We Predict Kidney Graft Function and Graft Survival Using Hypothermic Machine Perfusion Parameters From Donors After Circulatory Death?","year":2024,"lang":"en","type":"article","venue":"Transplantation Direct","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; University of Manitoba; Western University","funders":"","keywords":"Machine perfusion; Medicine; Kidney; Circulatory system; Perfusion; Kidney transplantation; Analysis of variance; Surgery; Cardiology; Internal medicine; Urology; Transplantation","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001641899,0.0002895158,0.0003367363,0.0002782,0.0000962793,0.00007080985,0.0000495208,0.0001570701,0.000333634],"category_scores_gemma":[0.000008020746,0.000251312,0.0001448712,0.0002050389,0.00006331457,0.0001777233,0.000005146666,0.0002338046,0.00001344833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008596437,"about_ca_system_score_gemma":0.0001042449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001220693,"about_ca_topic_score_gemma":0.0002069425,"domain_scores_codex":[0.9985054,0.0001010422,0.0003501391,0.0004870095,0.0003166676,0.0002397031],"domain_scores_gemma":[0.9993538,0.0001476731,0.00004762302,0.0001845081,0.00003104778,0.0002353574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00285848,0.0001709889,0.820191,0.004617654,0.0007846343,0.0008431113,0.006935377,0.00006983156,0.1521883,0.0001877286,0.0001400352,0.01101288],"study_design_scores_gemma":[0.003854624,0.0004026575,0.9359547,0.002806029,0.005577339,0.0004115812,0.0001743632,0.01021463,0.03743662,0.001253917,0.001012398,0.000901066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873195,0.002323034,0.006830251,0.0006741373,0.0005973739,0.0004745298,0.0009312197,0.0006054371,0.0002445194],"genre_scores_gemma":[0.9904687,0.006587432,0.001440081,0.0004984067,0.0001097821,0.00002957186,0.0006442433,0.00007259171,0.000149201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1157638,"threshold_uncertainty_score":0.9999939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01869794859112722,"score_gpt":0.2532239103929457,"score_spread":0.2345259618018184,"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."}}