{"id":"W1994745820","doi":"10.1007/s40472-014-0010-0","title":"Sensitized Patients, Transplant, and Management","year":2014,"lang":"en","type":"article","venue":"Current Transplantation Reports","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Human leukocyte antigen; Immunology; Transplantation; Panel reactive antibody; Kidney transplantation; Antibody; Intensive care medicine; Sensitization; Desensitization (medicine); Dialysis; Antigen; Internal medicine","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":[0.0001222801,0.0002009123,0.0002687348,0.0001374361,0.00009139792,0.00002391993,0.00002054251,0.00004807593,0.0000338096],"category_scores_gemma":[0.000003285857,0.0001667243,0.0000953526,0.0001063366,0.00003911401,0.00009190739,0.000002849506,0.00009231171,0.00001476769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001824868,"about_ca_system_score_gemma":0.00001119133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005894818,"about_ca_topic_score_gemma":0.000003560281,"domain_scores_codex":[0.9986311,0.00004025934,0.0004286421,0.0003665364,0.0003314173,0.0002021029],"domain_scores_gemma":[0.9994252,0.00004168794,0.0001062062,0.0001832217,0.00006335779,0.0001802791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005907564,0.0005354226,0.9212085,0.004617434,0.000278815,0.001246011,0.0006702456,0.00001342828,0.0002062124,0.001924482,0.00009229729,0.06861638],"study_design_scores_gemma":[0.00535404,0.0001480354,0.9845576,0.001001328,0.0009743773,0.001296596,0.000009694022,0.00009315649,0.0009805504,0.0001822117,0.005164271,0.0002381978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768766,0.0002691017,0.0135163,0.0001607784,0.0006819884,0.0009858863,0.00004760455,0.0001748568,0.007286943],"genre_scores_gemma":[0.9923186,0.005006923,0.001106952,0.0001451844,0.00004021677,0.00003471172,0.001181973,0.00002053023,0.0001449085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06837819,"threshold_uncertainty_score":0.679882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0127600515098292,"score_gpt":0.2709341502171215,"score_spread":0.2581740987072924,"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."}}