{"id":"W4387206919","doi":"10.1016/j.ijrobp.2023.06.1595","title":"Validating a Simple Urethra Surrogate Model to Facilitate Dosimetric Analysis to Predict Genitourinary Toxicity","year":2023,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre","funders":"","keywords":"Urethra; Medicine; Foley catheter; Sagittal plane; Prostate; Nuclear medicine; Urology; Anatomy; Surgery; Catheter; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009030604,0.0004436169,0.0005117438,0.0003302021,0.0002590315,0.0009354107,0.0007513028,0.0009454789,0.001487202],"category_scores_gemma":[0.003110263,0.0002877673,0.0008244523,0.000397257,0.000255671,0.0004738909,0.0006007871,0.0007109887,0.0005925637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003920601,"about_ca_system_score_gemma":0.001253663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005285163,"about_ca_topic_score_gemma":0.004393571,"domain_scores_codex":[0.9997005,0.00009324578,0.00001883289,0.00005579495,0.0001021491,0.00002947037],"domain_scores_gemma":[0.9988532,0.000653259,0.00008447126,0.0001300927,0.000229304,0.00004968884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008143717,0.00008745219,0.003062755,0.00005207249,0.00004175611,0.00006344977,0.00001435664,0.974497,0.004849657,0.0006774433,0.0006898737,0.01588264],"study_design_scores_gemma":[0.000008542872,0.00005559597,0.0006375432,0.000005208997,0.00001115301,0.00004637493,0.000004930669,0.9968482,0.001625792,0.0003407338,0.0004078576,0.000008151657],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3070049,0.0007672961,0.681778,0.0004634732,0.0002115566,0.0001461287,0.00150229,0.001344829,0.006781575],"genre_scores_gemma":[0.9393483,0.0002210412,0.05690321,0.0001187323,0.00002387261,0.00008080376,0.0009067013,0.0001547333,0.002242488],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005285163,"threshold_uncertainty_score":0.01050884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0679350071101527,"score_gpt":0.3696910389936527,"score_spread":0.3017560318835,"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."}}