{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005070503,0.0001815465,0.000377173,0.0003113026,0.00008050384,0.00003600464,0.00007481885,0.0001044115,0.00008848652],"category_scores_gemma":[0.00007271184,0.0001533208,0.0002220505,0.0002818479,0.00006638312,0.0001521429,0.000001619354,0.0001282164,0.00001118865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001503152,"about_ca_system_score_gemma":0.001262419,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01315612,"about_ca_topic_score_gemma":0.009075806,"domain_scores_codex":[0.9986158,0.0001146627,0.0004342959,0.000343311,0.0002346901,0.0002572686],"domain_scores_gemma":[0.9991195,0.0002256965,0.00006327742,0.0001541182,0.0001139925,0.0003234424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005034871,0.0006864261,0.2583296,0.09355512,0.00342958,0.00147623,0.02520437,0.0005691322,0.4833161,0.09910169,0.008684414,0.02061247],"study_design_scores_gemma":[0.009732718,0.001811279,0.7107641,0.006684099,0.003363134,0.0003513367,0.0006080961,0.0080033,0.2494708,0.001926981,0.006218396,0.001065745],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9508546,0.0007210805,0.03061195,0.002330199,0.0006910542,0.001570524,0.005119507,0.0002200582,0.007881017],"genre_scores_gemma":[0.9885718,0.001772412,0.006362624,0.0004430321,0.00004303584,0.0001301661,0.002317915,0.00002802113,0.0003309489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4524345,"threshold_uncertainty_score":0.9934154,"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."}}