{"id":"W4413444421","doi":"10.1016/j.brachy.2025.06.039","title":"MSOP04  Presentation Time: 5:15 PM","year":2025,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Presentation (obstetrics); Medical physics; Surgery","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":[0.0000604841,0.00009595676,0.0002043802,0.00006999363,0.00004601874,0.00001916121,0.0000340927,0.0000417495,0.0005506563],"category_scores_gemma":[0.0000138758,0.00007430747,0.00008274948,0.0001640707,0.00002449742,0.00005512954,0.000009027293,0.00005556412,0.0001675727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008370297,"about_ca_system_score_gemma":0.00009022499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002734021,"about_ca_topic_score_gemma":0.00000401582,"domain_scores_codex":[0.9994077,0.00002127378,0.0001465315,0.000180835,0.0001108846,0.0001327556],"domain_scores_gemma":[0.9996045,0.00005156062,0.00003666173,0.0002072275,0.00005176875,0.00004826217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002472113,0.001698586,0.1752731,0.0001715415,0.001142219,0.000119385,0.0006468929,0.00002789526,0.01393293,0.004377906,0.2408348,0.5593026],"study_design_scores_gemma":[0.02607522,0.001356143,0.5047478,0.0004221934,0.0003334351,0.00002887374,0.00008471423,0.0006736787,0.07383101,0.003952728,0.3881915,0.0003027162],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9134499,0.01149528,0.0004712855,0.01998952,0.0005123446,0.001896842,0.00001684945,0.0002172517,0.05195073],"genre_scores_gemma":[0.9470508,0.002814901,0.001105957,0.007251929,0.0002663526,0.000489397,0.0001309544,0.00002780108,0.04086188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5589998,"threshold_uncertainty_score":0.60293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01097991017212745,"score_gpt":0.3129426101774958,"score_spread":0.3019627000053683,"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."}}