{"id":"W2092532153","doi":"10.1016/j.transproceed.2009.06.092","title":"Can Protocol Biopsy Better Inform Our Choices in Renal Transplantation?","year":2009,"lang":"en","type":"article","venue":"Transplantation Proceedings","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Manitoba Health","funders":"","keywords":"Medicine; Subclinical infection; Transplantation; Immunosuppression; Biopsy; Intensive care medicine; Kidney transplantation; Renal biopsy; Pathology; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04611683,0.0005782273,0.001412657,0.004089192,0.002557302,0.006306229,0.002168638,0.004087858,0.01125846],"category_scores_gemma":[0.1516329,0.0006627179,0.000993193,0.002772881,0.00274521,0.009937634,0.002807478,0.007331196,0.002340238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002369159,"about_ca_system_score_gemma":0.009265049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004117181,"about_ca_topic_score_gemma":0.01081985,"domain_scores_codex":[0.979615,0.01400467,0.002883869,0.0005769972,0.002111654,0.0008078329],"domain_scores_gemma":[0.9401383,0.03343337,0.005433335,0.003848614,0.01291517,0.004231118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007811057,0.001556822,0.1834862,0.001405341,0.000287114,0.005084179,0.003565223,0.003559449,0.00245473,0.05586838,0.1407969,0.6011546],"study_design_scores_gemma":[0.0007743379,0.001120906,0.1110475,0.00934785,0.0008408509,0.01722701,0.02299948,0.01338637,0.006507701,0.5769456,0.2390987,0.0007036368],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1364858,0.01395823,0.1282945,0.6207039,0.009141347,0.001256984,0.0009174807,0.0006610903,0.08858073],"genre_scores_gemma":[0.6183958,0.01394901,0.2633982,0.08522173,0.009921975,0.001846908,0.001092119,0.0005157713,0.005658581],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04611683,"threshold_uncertainty_score":0.243892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01961918998013016,"score_gpt":0.3189458927525678,"score_spread":0.2993267027724376,"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."}}