{"id":"W4353017562","doi":"10.1097/tp.0000000000004550","title":"On a Long and Winding Road: Alloantibodies in Organ Transplantation","year":2023,"lang":"en","type":"article","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Metabolomics Innovation Centre; University of Alberta","funders":"","keywords":"Immunology; Transplantation; Immune system; Organ transplantation; Antibody; Medicine; Biology","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":[0.0001466468,0.000167399,0.0002212461,0.0004419087,0.00008475458,0.00002332865,0.00003063963,0.00007657714,0.00004312361],"category_scores_gemma":[0.000006118421,0.0001457377,0.0000489045,0.0004034187,0.00002970376,0.0001549169,0.000001596697,0.0001165138,0.00009865754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003306489,"about_ca_system_score_gemma":0.000021577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009076022,"about_ca_topic_score_gemma":0.000202877,"domain_scores_codex":[0.9989235,0.00003838694,0.0002644465,0.0002701527,0.0002475328,0.0002559828],"domain_scores_gemma":[0.999646,0.000128097,0.00004090621,0.000086058,0.00001963126,0.00007931158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003941489,0.0002647461,0.9411292,0.003763643,0.0002155761,0.005318649,0.01379473,0.0007203229,0.01460484,0.003132834,0.00001915007,0.01309483],"study_design_scores_gemma":[0.005433188,0.0002154857,0.9864623,0.0009609372,0.0001843662,0.0002828318,0.000126443,0.0003625254,0.005571037,0.000254642,0.000004163793,0.0001421097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966155,0.00003727915,0.0006896679,0.0003580844,0.00008202075,0.0003957868,0.00004793281,0.000145422,0.001628345],"genre_scores_gemma":[0.9941948,0.004121884,0.000196865,0.000150831,0.00002088385,0.0000245273,0.0009400768,0.00002385593,0.0003262748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04533308,"threshold_uncertainty_score":0.594301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02355146271837278,"score_gpt":0.3089014780847291,"score_spread":0.2853500153663563,"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."}}