{"id":"W237435692","doi":"10.1007/978-1-4020-2275-3_58","title":"Transplantation: integration, patient selection, use of dialysis in transplant patients","year":2004,"lang":"en","type":"book-chapter","venue":"","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Dialysis; Transplantation; Medicine; Intensive care medicine; Kidney transplantation; Tissue typing; Human leukocyte antigen; End stage renal disease; Disease; Surgery; Internal medicine; Immunology; Antigen","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009517116,0.0003176287,0.0003511665,0.0003775206,0.0005960487,0.00218155,0.0003965351,0.0009120965,0.008518077],"category_scores_gemma":[0.001343976,0.0002298935,0.0001943454,0.0008000554,0.0009187375,0.001700601,0.001016332,0.002161313,0.001168948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00135323,"about_ca_system_score_gemma":0.002537033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003426504,"about_ca_topic_score_gemma":0.01362193,"domain_scores_codex":[0.9997157,0.0001336734,0.00001345151,0.00002142263,0.00008947865,0.00002621684],"domain_scores_gemma":[0.9997302,0.0001552908,0.0000188092,0.000009152257,0.00003526307,0.00005131104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002527903,0.0001911521,0.002317481,0.0002392164,0.00001354004,0.0003296194,0.003393081,0.0008287944,0.0003437496,0.2146976,0.3419222,0.4356984],"study_design_scores_gemma":[0.000009824293,0.00003939052,0.007012246,0.0006405187,0.00001210832,0.00121759,0.002429531,0.0005158809,0.0001409962,0.1312266,0.8567395,0.00001583917],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01165384,0.1521823,0.01669361,0.0847953,0.006694241,0.00008082693,0.0002223433,0.0001459859,0.7275317],"genre_scores_gemma":[0.1248616,0.1647155,0.0339832,0.03261878,0.006114775,0.0002584184,0.0003524343,0.0002359942,0.6368592],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008518077,"threshold_uncertainty_score":0.02849579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02207145655269674,"score_gpt":0.2443389747102932,"score_spread":0.2222675181575965,"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."}}