{"id":"W4280608253","doi":"10.1002/dmrr.3546","title":"Clinical features and predictive biomarkers for bladder cancer in patients with type 2 diabetes presenting with haematuria","year":2022,"lang":"en","type":"article","venue":"Diabetes/Metabolism Research and Reviews","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Public Health Agency; Queen's University Belfast; Queen's University; Wellcome Trust","keywords":"Medicine; Biomarker; Type 2 diabetes; Diabetes mellitus; Internal medicine; Oncology; Hazard ratio; Kidney disease; Gastroenterology; Confidence interval; Endocrinology; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0006520806,0.0004258395,0.0004346984,0.0009291206,0.0003261256,0.0007283915,0.0003108069,0.000479255,0.0008193057],"category_scores_gemma":[0.002618264,0.0001976588,0.0004362961,0.001019739,0.0001937657,0.0004045247,0.000430225,0.0005726382,0.0001688859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002463493,"about_ca_system_score_gemma":0.0002976981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001878937,"about_ca_topic_score_gemma":0.002406944,"domain_scores_codex":[0.9997234,0.00008104371,0.00003774706,0.0000635476,0.00005099419,0.00004320864],"domain_scores_gemma":[0.9988746,0.0002595983,0.0005344262,0.00005094186,0.00009287432,0.0001875746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001237038,0.00002233671,0.9988347,0.000005524403,0.00002085196,0.00003624431,0.000007480485,0.00005449266,0.00008961328,0.000003665985,0.00003669747,0.0007646518],"study_design_scores_gemma":[0.00001541169,0.0001323547,0.9981344,0.000009443716,0.00005596399,0.0003175348,0.00005866509,0.001037747,0.00009592173,0.00003155938,0.0001070796,0.000003894178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985671,0.0005015599,0.0002582279,0.00006561371,0.0000108789,0.00001206211,0.0003020318,0.000006740895,0.0002757316],"genre_scores_gemma":[0.9990823,0.0001020627,0.0003035915,0.00002796713,0.00001574356,0.000008727102,0.0003901643,0.000001720446,0.00006771232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001878937,"threshold_uncertainty_score":0.00373596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04511230266755503,"score_gpt":0.3741303589959384,"score_spread":0.3290180563283833,"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."}}