{"id":"W4415484386","doi":"10.21203/rs.3.rs-7151918/v1","title":"Role of inflammatory markers and frailty index as predictors of adverse pathological stage and complications in patients undergoing radical cystectomy for bladder cancer: a multicentre analysis","year":2025,"lang":"","type":"preprint","venue":"Research Square","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Cystectomy; Comorbidity; Pathological; Bladder cancer; Stage (stratigraphy); Logistic regression; Diabetes mellitus; Adverse effect","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.002196816,0.0009559751,0.001976928,0.0009157978,0.000711552,0.00156071,0.0009803846,0.001305743,0.001574423],"category_scores_gemma":[0.004757242,0.0009059825,0.003544507,0.002014039,0.0005340185,0.0007845628,0.001155998,0.001163912,0.000226086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004932074,"about_ca_system_score_gemma":0.0009334174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006052744,"about_ca_topic_score_gemma":0.005400708,"domain_scores_codex":[0.9984256,0.0007252487,0.0001588338,0.0003251414,0.0001433506,0.0002219165],"domain_scores_gemma":[0.9969305,0.0009454905,0.0008346893,0.0004788105,0.0002529606,0.000557541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004159567,0.0001274649,0.9922675,0.00003687809,0.001438465,0.00009740017,0.0001227711,0.00010719,0.0003084277,0.00001415753,0.0001343032,0.001185915],"study_design_scores_gemma":[0.0001688866,0.0006157657,0.9978727,0.000008072333,0.0006405769,0.00008422923,0.000172979,0.0002982275,0.00003981428,0.0000189712,0.00006260889,0.00001727455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991295,0.000371961,0.00007917003,0.0000267066,0.00001637152,0.00001097092,0.000302423,0.000002384932,0.00006059355],"genre_scores_gemma":[0.9991529,0.0001118004,0.00009296426,0.00002995626,0.00002964357,0.00001888225,0.0004373752,0.000003141227,0.0001232926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006052744,"threshold_uncertainty_score":0.01203501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04464640225562092,"score_gpt":0.412061761980971,"score_spread":0.3674153597253501,"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."}}