{"id":"W4414525070","doi":"10.3390/curroncol32100534","title":"Pan-Immune-Inflammation Value as a Predictor of Long-Term Outcomes in Patients with Urothelial Carcinoma of the Bladder: A Pilot Study","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urothelial carcinoma; Biomarker; Prospective cohort study; Value (mathematics); Adverse effect; Urothelial cancer; Metastatic Urothelial Carcinoma; Carcinoma","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0008338701,0.0002834455,0.0003742622,0.0004096612,0.0003203997,0.0004398673,0.0002464757,0.0002466067,0.0009906834],"category_scores_gemma":[0.001289645,0.0001343889,0.000421165,0.0005056961,0.0002748071,0.0003277989,0.0004671318,0.0004315896,0.000183525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000271991,"about_ca_system_score_gemma":0.0003767122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009788031,"about_ca_topic_score_gemma":0.0009481022,"domain_scores_codex":[0.9997951,0.00007791848,0.00001613993,0.00003991492,0.00002800708,0.00004299904],"domain_scores_gemma":[0.9989054,0.0002614249,0.0003112235,0.0000877739,0.0001205327,0.0003135909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001561728,0.0001454178,0.9958944,0.00001356312,0.00004829236,0.0000810064,0.00004717785,0.00004108216,0.0004313754,0.000008210989,0.00004100478,0.001686757],"study_design_scores_gemma":[0.00009822796,0.002625411,0.9957495,0.000006871587,0.0001102591,0.000382674,0.0001351198,0.0004104878,0.0002248594,0.00001980137,0.0002304878,0.000006256389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995874,0.0001499894,0.00005521145,0.000008410686,0.000003092066,0.00001352755,0.00009191423,0.00000100188,0.00008944413],"genre_scores_gemma":[0.9996632,0.00003587838,0.00005969534,0.000006093996,0.00001054924,0.00001237191,0.0001790437,4.720007e-7,0.00003261668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009906834,"threshold_uncertainty_score":0.004409969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.035773777963687,"score_gpt":0.3459291085543657,"score_spread":0.3101553305906787,"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."}}