{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004602745,0.00009325305,0.0003360095,0.00005590747,0.0001980642,0.000007427413,0.0002024011,0.00006285807,0.00002048626],"category_scores_gemma":[0.001279951,0.00004513151,0.00008391742,0.0001842365,0.0004274806,0.00003031164,0.00006012142,0.0004127682,3.789948e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008813199,"about_ca_system_score_gemma":0.001455609,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7846375,"about_ca_topic_score_gemma":0.9814458,"domain_scores_codex":[0.9986579,0.0003082138,0.0003650128,0.000155892,0.0002260787,0.0002869126],"domain_scores_gemma":[0.9986029,0.00027989,0.0002177508,0.0005481131,0.0001431049,0.000208228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001208214,0.0000217628,0.9877242,0.00004046565,0.0002396784,0.0003538399,0.001240295,0.0002421109,0.0008562959,0.00004660708,0.007159927,0.001953958],"study_design_scores_gemma":[0.0004208299,0.0002279146,0.9945458,0.00001602526,0.0001223755,0.0009541682,0.0007195574,0.0002130485,0.0001979459,0.0001729322,0.002367846,0.00004151499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760444,0.0003024154,0.000004754444,0.02304487,0.0002305126,0.0001475264,0.00002740859,0.000005473194,0.0001926648],"genre_scores_gemma":[0.9987638,0.0002631477,0.00001195467,0.0008000557,0.00007048171,0.000001584785,0.000003668469,0.000007590945,0.00007773523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1968084,"threshold_uncertainty_score":0.2582189,"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."}}