{"id":"W4380422282","doi":"10.1097/tp.0000000000004624","title":"The Molecular Phenotype of Kidney Transplants: Insights From the MMDx Project","year":2023,"lang":"en","type":"review","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Ministry of Advanced Education; University of Alberta; Mendez National Institute of Transplantation Foundation; Genome Canada","keywords":"Nephron; Pathology; Medicine; Fibrosis; Kidney; Kidney disease; Acute kidney injury; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001772639,0.0003441983,0.0004540308,0.001500248,0.0001982681,0.001307513,0.0004160927,0.0005061687,0.00102591],"category_scores_gemma":[0.001105657,0.0001321196,0.0003370394,0.0009407076,0.0006199849,0.0009450872,0.001272029,0.001028963,0.0004023651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001005429,"about_ca_system_score_gemma":0.0007489934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009180225,"about_ca_topic_score_gemma":0.0007698855,"domain_scores_codex":[0.9994661,0.0001830935,0.00004520766,0.00009458612,0.0001629681,0.00004804178],"domain_scores_gemma":[0.9993683,0.0002029998,0.0001031599,0.00005860187,0.0001622136,0.0001047266],"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":[0.0006068005,0.0001380447,0.04061693,0.003496518,0.0002026463,0.001643173,0.001433016,0.001257784,0.07657859,0.03762764,0.02383862,0.8125603],"study_design_scores_gemma":[0.00002539326,0.0004788912,0.138201,0.001390715,0.000179585,0.008201137,0.0007857651,0.001043808,0.01912097,0.01028998,0.8202124,0.00007038748],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.133396,0.8121074,0.01661572,0.01228752,0.0006493999,0.00005893771,0.002315528,0.0002414039,0.02232798],"genre_scores_gemma":[0.2359945,0.72057,0.02718975,0.004406129,0.001231191,0.0001416945,0.003324899,0.000143633,0.006998147],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001772639,"threshold_uncertainty_score":0.009374738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0673706230130992,"score_gpt":0.3643140045366707,"score_spread":0.2969433815235715,"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."}}