{"id":"W2421808668","doi":"10.1016/j.brachy.2016.03.007","title":"Monte Carlo calculation of the dose perturbations in a dual-source HDR/PDR afterloader treatment unit","year":2016,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Hôtel-Dieu de Québec; McGill University Health Centre; Centre hospitalier universitaire de Québec","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Monte Carlo method; Radioactive source; Source code; Physics; Nuclear medicine; Optics; Medicine; Statistics; Computer science; Mathematics; Detector","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00005087187,0.0001459851,0.00016456,0.00005993978,0.00005574892,0.00000926143,0.00007871842,0.00004074986,0.0001975421],"category_scores_gemma":[0.000002687548,0.00007937448,0.0001129988,0.0001753376,0.00007963376,0.0001435846,0.00001075738,0.00005243517,0.000001237643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007981329,"about_ca_system_score_gemma":0.00003547118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005694777,"about_ca_topic_score_gemma":0.00007691127,"domain_scores_codex":[0.9992672,0.00007465048,0.0002142387,0.0001759427,0.0001072551,0.0001607778],"domain_scores_gemma":[0.9993706,0.00007820084,0.0001266756,0.0003575981,0.00003726137,0.00002964946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009319072,0.0003826274,0.7100825,0.000003127552,0.0001301764,0.000001233092,0.003938307,0.0009737115,0.03453879,0.002283402,0.0001729295,0.2474],"study_design_scores_gemma":[0.006624259,0.0005113218,0.8070204,0.0002463955,0.00004152911,0.000004816186,0.0002725917,0.002410236,0.05175612,0.00367153,0.1267689,0.0006719644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698684,0.0001863805,0.02835901,0.0006376583,0.00004287091,0.0004677011,0.00002498903,0.00004144549,0.000371532],"genre_scores_gemma":[0.9928071,0.00003704832,0.0009816294,0.00006017127,0.00009912604,0.0001484251,0.0000020631,0.00002608788,0.005838341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.246728,"threshold_uncertainty_score":0.3236797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01329401271100489,"score_gpt":0.2735385983988841,"score_spread":0.2602445856878792,"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."}}