{"id":"W4394928784","doi":"10.3389/ti.2024.12283","title":"European Survey on Clinical Practice of Detecting and Treating T-Cell Mediated Kidney Transplant Rejection","year":2024,"lang":"en","type":"article","venue":"Transplant International","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Thymoglobulin; Kidney transplant; Guideline; Kidney transplantation; Family medicine; Internal medicine; Intensive care medicine; Transplantation; Pathology","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":[0.004561138,0.0001645588,0.000391562,0.001765987,0.0001867464,0.0005324881,0.0003716817,0.0004596364,0.00222479],"category_scores_gemma":[0.008850366,0.0001458676,0.0005075814,0.003082007,0.0002563799,0.0005219596,0.000725045,0.0004196061,0.000443278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006879541,"about_ca_system_score_gemma":0.001104035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00500228,"about_ca_topic_score_gemma":0.003651227,"domain_scores_codex":[0.9946048,0.002350209,0.001418656,0.000488176,0.0008574457,0.0002807454],"domain_scores_gemma":[0.9784015,0.005343209,0.01134857,0.0006321641,0.00271049,0.001564136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001332919,0.00007389226,0.9413511,0.0008170012,0.0001589603,0.0001180604,0.0008534816,0.0002102298,0.000360065,0.000219013,0.009314065,0.04639079],"study_design_scores_gemma":[0.0000120173,0.0001014221,0.9852545,0.0004892916,0.0000350472,0.0005461436,0.0006613244,0.0001247857,0.0001144421,0.00004837279,0.01260105,0.00001153952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9360281,0.02213296,0.001871885,0.004616103,0.0001644602,0.0002383582,0.02251603,0.0001297921,0.01230224],"genre_scores_gemma":[0.9733887,0.0131706,0.002332797,0.001693271,0.00008799008,0.0001874992,0.007858879,0.00002912197,0.001251236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00500228,"threshold_uncertainty_score":0.02412188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05074323030354572,"score_gpt":0.3633221623346949,"score_spread":0.3125789320311492,"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."}}