{"id":"W4393189229","doi":"10.1016/j.ctro.2024.100769","title":"Developing and validating a simple urethra surrogate model to facilitate dosimetric analysis to predict genitourinary toxicity","year":2024,"lang":"en","type":"article","venue":"Clinical and Translational Radiation Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"National Institute for Health and Care Research; Department of Health and Social Care; Cancer Research UK; Accuray; Royal Marsden NHS Foundation Trust","keywords":"Urethra; Nuclear medicine; Medicine; Urology; Genitourinary system; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005880927,0.0001309787,0.0004079857,0.0003755643,0.00009453748,0.00003280584,0.00003091314,0.0001181264,0.00003895786],"category_scores_gemma":[0.0002048806,0.0001120102,0.0001250034,0.0008384678,0.0000552003,0.00008853843,0.00002496528,0.0001464041,0.00001305793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008101123,"about_ca_system_score_gemma":0.000320949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002507971,"about_ca_topic_score_gemma":0.00004412057,"domain_scores_codex":[0.9985609,0.00009070105,0.0005326064,0.0004616517,0.0001722532,0.0001818754],"domain_scores_gemma":[0.9983015,0.001160044,0.00003885761,0.00008641544,0.00008663413,0.0003265374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004463625,0.0002579372,0.5647405,0.0001321263,0.001689113,0.00006876988,0.001514712,0.009965849,0.00007682405,0.002811854,0.0005609099,0.417735],"study_design_scores_gemma":[0.001704782,0.00125149,0.8278484,0.00004666105,0.001202017,0.00001565888,0.00003034349,0.147404,0.0001043347,0.003882904,0.01631984,0.000189527],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9308661,0.001696906,0.04670598,0.01959009,0.0001137636,0.0005311499,0.0002264661,0.00005605609,0.0002134684],"genre_scores_gemma":[0.9869406,0.0007711102,0.01027721,0.001524959,0.0001428569,0.00008867693,0.0001757291,0.000009877791,0.00006903228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4175455,"threshold_uncertainty_score":0.4567644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1550656687724884,"score_gpt":0.4313521580419183,"score_spread":0.2762864892694299,"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."}}