{"id":"W2794934564","doi":"10.1111/ajt.14746","title":"Carpe diem—Time to transition from empiric to precision medicine in kidney transplantation","year":2018,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Shared Health","funders":"","keywords":"Calcineurin; Immunosuppression; Medicine; Intensive care medicine; Subclinical infection; Transplantation; Kidney transplantation; Precision medicine; Immunology; Internal medicine; 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":[0.01987635,0.0003002806,0.0008428218,0.000893931,0.004074477,0.01313852,0.001202848,0.004200832,0.01343644],"category_scores_gemma":[0.07745846,0.0003699926,0.0009531911,0.0006206062,0.004152847,0.009832571,0.007235932,0.01188032,0.002396165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005806142,"about_ca_system_score_gemma":0.01670985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004027287,"about_ca_topic_score_gemma":0.007678566,"domain_scores_codex":[0.9899598,0.005244643,0.0006901578,0.0006044736,0.001766866,0.001733956],"domain_scores_gemma":[0.9779628,0.01005423,0.001894123,0.001351716,0.002995904,0.005741146],"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":[0.003856744,0.001081565,0.02565711,0.001058264,0.0002853289,0.002328068,0.006222413,0.001826943,0.001349676,0.2448927,0.2354674,0.4759738],"study_design_scores_gemma":[0.0006283428,0.001576937,0.04333381,0.005360276,0.0001952135,0.002553139,0.01098388,0.002172461,0.004042907,0.2543496,0.6744779,0.0003254873],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.09166215,0.0426281,0.01204074,0.7589502,0.01126378,0.0002163033,0.0005876575,0.0006864766,0.08196462],"genre_scores_gemma":[0.8650445,0.01146751,0.01325662,0.09404691,0.00396079,0.0002505907,0.0004789189,0.0004723914,0.01102186],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01987635,"threshold_uncertainty_score":0.1051174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01314582405879587,"score_gpt":0.3112073075312806,"score_spread":0.2980614834724847,"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."}}