{"id":"W4289524387","doi":"10.1097/tp.0000000000004262","title":"Seeking Standardized Definitions for HLA-incompatible Kidney Transplants: A Systematic Review","year":2022,"lang":"en","type":"review","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Centre for Advancing Health Outcomes; McGill University Health Centre","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Human leukocyte antigen; Transplantation; Immunosuppression; Generalizability theory; Histocompatibility; Histocompatibility Testing; Oncology; Kidney transplantation; Immunology; Internal medicine; Antigen; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.03721779,0.002100753,0.01231358,0.02512535,0.001061867,0.00601244,0.004429097,0.003110837,0.005563313],"category_scores_gemma":[0.1480164,0.001925497,0.009494987,0.01997418,0.002484458,0.007481328,0.004393871,0.001845294,0.0005392113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00780343,"about_ca_system_score_gemma":0.02317605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007245005,"about_ca_topic_score_gemma":0.01747732,"domain_scores_codex":[0.9588705,0.01463334,0.01880426,0.002079317,0.00492503,0.0006875469],"domain_scores_gemma":[0.8647517,0.09309354,0.02910868,0.002054026,0.01012753,0.0008644316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008654426,0.000006682307,0.000521692,0.9791322,0.003784098,0.00004670151,0.0003108611,0.00006152583,0.00008049666,0.0003101143,0.0009796845,0.01467953],"study_design_scores_gemma":[0.0001409527,0.0000622787,0.001250091,0.966354,0.02205212,0.0001381629,0.0003345321,0.00005763213,0.00008343307,0.0003956564,0.00910152,0.00002956855],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001543427,0.9931986,0.0007976065,0.001105886,0.0002396693,0.001700912,0.000957147,0.0000241358,0.0004326063],"genre_scores_gemma":[0.02698058,0.9593196,0.004733914,0.002467457,0.0001868266,0.005074042,0.000982393,0.00002970858,0.0002255598],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03721779,"threshold_uncertainty_score":0.1968288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1241609378986199,"score_gpt":0.3812043200415244,"score_spread":0.2570433821429045,"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."}}