{"id":"W4315435143","doi":"10.2196/38362","title":"Correlation Between Serum and Urine Biomarkers and the Intensity of Acute Radiation Cystitis in Patients Treated With Radiation Therapy for Localized Prostate Cancer: Protocol for the Radiotoxicity Bladder Biomarkers (RABBIO) Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Radiation therapy; Prostate cancer; Prostate; Oncology; Internal medicine; Adverse effect; Quality of life (healthcare); Bladder cancer; Genitourinary system; Cancer; Urology","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":[0.01029935,0.001727773,0.002629361,0.0009968489,0.001878679,0.001445487,0.001637924,0.001630383,0.006221292],"category_scores_gemma":[0.007573893,0.0008203799,0.003020477,0.002311797,0.001052307,0.001039526,0.00181471,0.001759183,0.002241367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002100482,"about_ca_system_score_gemma":0.005925829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002106365,"about_ca_topic_score_gemma":0.002826958,"domain_scores_codex":[0.9937649,0.003798186,0.0008443842,0.0006148052,0.0005969023,0.0003807855],"domain_scores_gemma":[0.9929169,0.0007516585,0.002169349,0.0008882823,0.002335632,0.0009382122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.461163,0.03888667,0.3276975,0.01485962,0.005180874,0.0006752077,0.002313497,0.004807245,0.01222457,0.002073174,0.03778791,0.09233087],"study_design_scores_gemma":[0.0756553,0.09889852,0.7448195,0.001949126,0.002520635,0.0005109005,0.0009888331,0.002467822,0.00543402,0.00111682,0.06532933,0.0003091668],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.2174742,0.003232588,0.008224254,0.0008141995,0.0003556286,0.735974,0.02534631,0.000272745,0.008306063],"genre_scores_gemma":[0.1213958,0.0009327889,0.009855471,0.0004629589,0.00008241616,0.8556631,0.009852777,0.00003639124,0.001718283],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.01029935,"threshold_uncertainty_score":0.05446887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08441127806928347,"score_gpt":0.4572042494218848,"score_spread":0.3727929713526014,"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."}}