{"id":"W4392593796","doi":"10.1097/txd.0000000000001604","title":"Canadian Anatomic Kidney Score: Quantitative Macroscopic Assessment of Donor Kidney Quality for Transplantation","year":2024,"lang":"en","type":"article","venue":"Transplantation Direct","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; London Health Sciences Centre; University of Manitoba; Western University","funders":"","keywords":"Medicine; Renal function; Transplantation; Kidney; Kidney transplantation; Urology; Cohort; Internal medicine; Grading (engineering); Surgery","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001958071,0.0005965409,0.0005533902,0.002603116,0.0008330819,0.0007634218,0.001614523,0.0002833034,0.005376318],"category_scores_gemma":[0.004074137,0.0001420064,0.0006516348,0.002869684,0.0004438465,0.0003953094,0.0009925942,0.0007791381,0.0004499804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006533908,"about_ca_system_score_gemma":0.00971425,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4258836,"about_ca_topic_score_gemma":0.5275468,"domain_scores_codex":[0.998264,0.0001962028,0.0001020514,0.0001353583,0.001141259,0.0001610843],"domain_scores_gemma":[0.9962534,0.0002047062,0.001044883,0.0001236105,0.001796153,0.0005772465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003553786,0.00005107605,0.9289253,0.000254553,0.000484509,0.00007558118,0.00008184471,0.001684638,0.0003729649,0.00112137,0.03832842,0.02826431],"study_design_scores_gemma":[0.00006221882,0.00007554657,0.9849289,0.00006015675,0.0001202669,0.0003951364,0.00005768233,0.002530446,0.0002287841,0.0005462027,0.0109593,0.00003530364],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7700013,0.01346097,0.02426877,0.004034048,0.0006777739,0.001460457,0.113447,0.0008392058,0.07181042],"genre_scores_gemma":[0.9611249,0.001600103,0.01036592,0.0002688755,0.0001077848,0.0003532044,0.0224066,0.00005629158,0.003716341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5741165,"threshold_uncertainty_score":0.8468093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04437186225738238,"score_gpt":0.3766308048942139,"score_spread":0.3322589426368315,"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."}}