{"id":"W1998338413","doi":"10.1097/00041552-200011000-00005","title":"Protocol biopsies in the management of renal allograft recipients","year":2000,"lang":"en","type":"review","venue":"Current Opinion in Nephrology & Hypertension","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Manitoba","funders":"","keywords":"Medicine; Histopathology; Biopsy; Protocol (science); 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":[0.002871659,0.0007189298,0.001790673,0.0019701,0.0003558012,0.0009334179,0.001402948,0.001128221,0.001734347],"category_scores_gemma":[0.003306316,0.0002383905,0.0004315706,0.00209474,0.0008451323,0.001214602,0.0006392371,0.001855901,0.001113825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00065863,"about_ca_system_score_gemma":0.001383515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001323317,"about_ca_topic_score_gemma":0.003760891,"domain_scores_codex":[0.9991615,0.000385859,0.0001076012,0.0000715212,0.0002393206,0.00003430715],"domain_scores_gemma":[0.9986429,0.0007491013,0.0002742829,0.00003771835,0.0002194343,0.00007658947],"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":[0.00007706124,0.00004740335,0.0007393263,0.007890389,0.00008291918,0.0006901094,0.0001197811,0.0002413902,0.0006484249,0.001472866,0.0115166,0.9764737],"study_design_scores_gemma":[0.0001599179,0.0006138611,0.01587103,0.0293718,0.0007139974,0.02248303,0.001194442,0.0005876549,0.001777934,0.01339729,0.9137329,0.00009607431],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003554991,0.9967763,0.0006620574,0.0007988347,0.0002978757,0.00001129157,0.000006542583,0.00001099572,0.001080643],"genre_scores_gemma":[0.002724448,0.9948989,0.001199452,0.000497847,0.0003629065,0.00001866772,0.00001496335,0.000003090068,0.0002798272],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002871659,"threshold_uncertainty_score":0.01518697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.149003994498065,"score_gpt":0.4231259139048774,"score_spread":0.2741219194068123,"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."}}