{"id":"W2030507809","doi":"10.1016/j.brachy.2014.02.426","title":"Addressing Dose Volume Histogram Based Optimization Challenges for Real-Time High-Dose-Rate Prostate Brachytherapy","year":2014,"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":"Regional Municipality of Durham","funders":"","keywords":"Medicine; Brachytherapy; Prostate; Prostate cancer; Radiation treatment planning; Nuclear medicine; Medical physics; Radiation therapy; Radiology; Cancer; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006008415,0.0004711311,0.0007335837,0.0001915992,0.0002681608,0.00009878858,0.0001297439,0.000195517,0.0003620977],"category_scores_gemma":[0.00005879175,0.000405958,0.0002543975,0.0002143214,0.000114086,0.0002392239,0.00001431521,0.0001521761,0.00006451923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003044018,"about_ca_system_score_gemma":0.0001999876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009803981,"about_ca_topic_score_gemma":0.00001832374,"domain_scores_codex":[0.9975749,0.0001922077,0.0005175779,0.0007790989,0.0003069199,0.0006292555],"domain_scores_gemma":[0.9981316,0.0002581139,0.0003461323,0.0006850638,0.0003029264,0.0002761696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.007132836,0.002741599,0.004216677,0.0007283945,0.0006221614,0.0000550619,0.001357043,0.0164097,0.01227856,0.0009524591,0.00847172,0.9450338],"study_design_scores_gemma":[0.08198698,0.01856499,0.1143032,0.0019865,0.0008544668,0.00007283082,0.0001439298,0.3939283,0.01759941,0.00243705,0.3653825,0.002739801],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7826532,0.03189345,0.06710823,0.08517952,0.002727248,0.02043095,0.0006164825,0.003155992,0.006234976],"genre_scores_gemma":[0.8569361,0.02899762,0.09414355,0.006936841,0.001639965,0.004138208,0.001981162,0.0005492343,0.00467732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.942294,"threshold_uncertainty_score":0.9998392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0419353410821007,"score_gpt":0.3023641244657448,"score_spread":0.2604287833836441,"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."}}