{"id":"W4399790586","doi":"10.1097/tp.0000000000005112","title":"Banff 2022 Kidney Commentary: Reflections and Future Directions","year":2024,"lang":"en","type":"article","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Nephrology; Kidney transplantation; Transplantation; Donor specific antibodies; Kidney disease; Pathology; Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01393759,0.001201927,0.001583239,0.002569753,0.00672662,0.00787958,0.00437478,0.03909636,0.01600261],"category_scores_gemma":[0.072911,0.0008905233,0.00224869,0.001834984,0.007241304,0.007588703,0.003490003,0.03947408,0.009598022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01025974,"about_ca_system_score_gemma":0.01988301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0231377,"about_ca_topic_score_gemma":0.03546056,"domain_scores_codex":[0.9889979,0.003028195,0.0009886775,0.001217773,0.004453415,0.001313954],"domain_scores_gemma":[0.9338854,0.03355817,0.002524066,0.001111705,0.02187477,0.007045874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002051739,0.000004908021,0.00003153922,0.0000725736,0.000003920205,0.0001237522,0.00004882748,0.00001177012,0.00002359155,0.001074102,0.9951293,0.00345512],"study_design_scores_gemma":[0.0000239185,0.00001531818,0.0002766158,0.0007522448,0.00001392713,0.0004004001,0.0002601041,0.00004941219,0.00004705,0.002967641,0.9951562,0.00003710652],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00007638472,0.008961274,0.000103876,0.7708536,0.2180629,0.000008090128,0.00005433505,0.00002972846,0.001849773],"genre_scores_gemma":[0.001112699,0.00392084,0.0001731277,0.8235665,0.1661547,0.00002296,0.00003655229,0.00004012961,0.00497252],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03909636,"threshold_uncertainty_score":0.07444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0173413111834913,"score_gpt":0.3221930298696094,"score_spread":0.3048517186861181,"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."}}