{"id":"W2811215858","doi":"10.1016/j.brachy.2018.04.049","title":"Rapidbrachymctps: A Monte Carlo Based Treatment Planning System for Brachytherapy Applications","year":2018,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Brachytherapy; Monte Carlo method; Medical physics; Radiation treatment planning; Radiology; Radiation therapy; Statistics","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":[0.0001706894,0.0004519508,0.0004863198,0.0001606897,0.0005166112,0.00009405839,0.0003059249,0.000102742,0.0001706545],"category_scores_gemma":[0.000001576131,0.0004011341,0.0003178011,0.0002875495,0.0001467649,0.0002258674,0.00001001494,0.0001099321,0.00001437605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002261551,"about_ca_system_score_gemma":0.0001250064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001076038,"about_ca_topic_score_gemma":0.000004421481,"domain_scores_codex":[0.9981097,0.00007549165,0.0004400239,0.0006408248,0.0001794337,0.0005545316],"domain_scores_gemma":[0.9984112,0.0001910135,0.0002931746,0.0007783856,0.0001803824,0.0001457978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001881914,0.001391215,0.03772712,0.0001188689,0.001353499,0.000006366338,0.002532326,0.001501059,0.04821311,0.03773392,0.002776807,0.8647638],"study_design_scores_gemma":[0.007817516,0.00362813,0.0007910002,0.0001612519,0.00009626122,0.00001051386,0.0005380675,0.03091153,0.1126965,0.001653283,0.8403872,0.001308811],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02905731,0.001190113,0.9638439,0.0002536811,0.0001779635,0.002856685,0.0002085408,0.0007380741,0.001673711],"genre_scores_gemma":[0.9020825,0.00002068897,0.08837926,0.0004201805,0.002593175,0.005637187,0.00007619916,0.0001685627,0.0006222423],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8754647,"threshold_uncertainty_score":0.9998441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01889536656697871,"score_gpt":0.3196050258227809,"score_spread":0.3007096592558022,"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."}}