{"id":"W4360607397","doi":"10.1097/ju.0000000000003324.12","title":"PD31-12 THE CANADIAN ANATOMIC KIDNEY SCORE (CAKS): ASSESSMENT OF REPRODUCIBILITY AMONG SURGEONS AND TRAINEES ACROSS CANADA","year":2023,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dissection (medical); Population; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008574405,0.0002967454,0.0005827964,0.004452283,0.002224475,0.001946698,0.001629955,0.0005720363,0.009875565],"category_scores_gemma":[0.05101213,0.0002979201,0.0007918808,0.005706067,0.001151112,0.0008557408,0.002921473,0.0008823835,0.001388083],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01056899,"about_ca_system_score_gemma":0.03362172,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8355187,"about_ca_topic_score_gemma":0.8697098,"domain_scores_codex":[0.9885973,0.001057612,0.000946864,0.000718329,0.007550518,0.001129384],"domain_scores_gemma":[0.9448693,0.005042477,0.005341954,0.001620693,0.0376097,0.005515937],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001839517,0.00002834588,0.8831759,0.0002094477,0.0001550116,0.00006877052,0.0006993858,0.0002289445,0.0001526503,0.0005628412,0.06978606,0.04474876],"study_design_scores_gemma":[0.00002716386,0.00004302744,0.9735059,0.0003322256,0.00005499641,0.0001855729,0.001008536,0.000525562,0.0001821829,0.000172689,0.0239197,0.00004246115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7242785,0.01195269,0.00826568,0.02580957,0.001939859,0.001856946,0.07241555,0.0009439891,0.1525372],"genre_scores_gemma":[0.9641512,0.002845047,0.005371316,0.001290998,0.0002133769,0.0005173464,0.01515191,0.0002763089,0.01018247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9914256,"threshold_uncertainty_score":0.3308998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03069573228252445,"score_gpt":0.3040412228318748,"score_spread":0.2733454905493504,"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."}}