{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00275955,0.0001936203,0.0003691616,0.0004627586,0.000358667,0.00007154673,0.0001008851,0.0000794834,0.000008487732],"category_scores_gemma":[0.0001610237,0.0001080088,0.00005391092,0.001194918,0.0004003839,0.0001984622,0.00007629693,0.0002190761,6.454617e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002156896,"about_ca_system_score_gemma":0.0001271799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000460595,"about_ca_topic_score_gemma":0.00005683502,"domain_scores_codex":[0.9978101,0.0004626766,0.0004487351,0.0003933019,0.0005146169,0.0003705682],"domain_scores_gemma":[0.9980875,0.0007541627,0.0002439787,0.0003392615,0.0004978646,0.00007718118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05076715,0.001332301,0.9001598,0.0004496741,0.001094627,0.000002992424,0.0008100506,0.00002780732,0.00004314301,0.00001117252,0.001332686,0.0439686],"study_design_scores_gemma":[0.06491344,0.01479669,0.9077222,0.0003511478,0.00006769329,0.000001593193,0.0001899642,0.006289858,0.0005414934,0.00004574999,0.00496915,0.0001109971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.2529903,0.00000228222,0.000101764,0.001070353,0.000004468713,0.7457007,0.00007727266,0.00004181693,0.00001106163],"genre_scores_gemma":[0.2009581,0.00001081221,0.00003281931,0.00001649064,0.00003067213,0.7987721,0.00006201432,0.00002770974,0.00008927918],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05307143,"threshold_uncertainty_score":0.4404473,"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."}}