{"id":"W4410190757","doi":"10.1590/s1677-5538.ibju.2025.0039","title":"First Step to Equity and Organization in Waiting Lines for Stone Surgery. Translation of Prioritization Scores","year":2025,"lang":"en","type":"article","venue":"International braz j urol","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prioritization; Equity (law); Translation (biology); Process management; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.01543679,0.0006391847,0.0004531587,0.002088973,0.001007403,0.002038414,0.0005714693,0.000406147,0.004487831],"category_scores_gemma":[0.05947699,0.0003292048,0.0009045886,0.002794338,0.001529645,0.001640628,0.001593764,0.001626923,0.0005525452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004890304,"about_ca_system_score_gemma":0.01765876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04868563,"about_ca_topic_score_gemma":0.06384895,"domain_scores_codex":[0.9909327,0.005104905,0.001050635,0.0004198136,0.0021019,0.0003900825],"domain_scores_gemma":[0.9736241,0.01152789,0.003821616,0.001957488,0.00760259,0.001466192],"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":[0.0002402879,0.0005567484,0.1504704,0.002052072,0.0001471823,0.0002558015,0.05533839,0.0009910136,0.002654288,0.02436835,0.02527589,0.7376497],"study_design_scores_gemma":[0.0002183076,0.001695345,0.7070332,0.005364999,0.0003279239,0.000710335,0.0649507,0.005055051,0.006848252,0.0277614,0.1796924,0.0003421488],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7258222,0.004383276,0.1117711,0.04134338,0.002634095,0.006057528,0.006507921,0.0008393623,0.1006412],"genre_scores_gemma":[0.891782,0.0009015545,0.1007281,0.001274062,0.0001119313,0.001737321,0.0010698,0.0001119371,0.002283298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04868563,"threshold_uncertainty_score":0.0968045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02784565423848082,"score_gpt":0.3390552875698838,"score_spread":0.3112096333314029,"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."}}