{"id":"W2965522713","doi":"10.1016/j.brachy.2019.06.008","title":"Dosimetric and radiobiological investigation of permanent implant prostate brachytherapy based on Monte Carlo calculations","year":2019,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Ministry of Research, Innovation and Science; Canada Research Chairs","keywords":"Brachytherapy; Medicine; Nuclear medicine; Prostate cancer; Dosimetry; Prostate; External beam radiotherapy; Radiation treatment planning; Radiation therapy; Radiology; Urology; Cancer; Internal medicine","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":[0.0001502889,0.0001982579,0.0003828967,0.0001913885,0.00005189583,0.0000156965,0.0000416593,0.00008942285,0.00007995398],"category_scores_gemma":[0.00001198582,0.0001400158,0.0001001462,0.000282405,0.00007893041,0.00006358937,0.000008366722,0.0001207923,0.00001232048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001037913,"about_ca_system_score_gemma":0.00008498233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008750179,"about_ca_topic_score_gemma":0.000004234453,"domain_scores_codex":[0.9988602,0.00006983789,0.0002952398,0.0003463347,0.0002167428,0.0002116471],"domain_scores_gemma":[0.9991981,0.0001497802,0.0001419022,0.0002963372,0.00007584923,0.0001380417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009545392,0.0003302971,0.9646639,0.00009670786,0.0001326597,0.00002995713,0.0004596128,0.0006527351,0.01168585,0.0003015179,0.000417899,0.02027432],"study_design_scores_gemma":[0.006216525,0.004731636,0.968309,0.0001754471,0.00005804335,0.00005367731,0.00002686201,0.006649348,0.01113256,0.00009603517,0.002353795,0.0001970924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944788,0.002207987,0.00001580875,0.001575358,0.0001161392,0.001327972,0.0000760572,0.00004469315,0.0001572094],"genre_scores_gemma":[0.9960572,0.001295494,0.0003508925,0.001886059,0.00004753865,0.0001125263,0.00009870274,0.0000238162,0.0001278038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02007722,"threshold_uncertainty_score":0.5709679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01473835005578854,"score_gpt":0.2619429466411546,"score_spread":0.2472045965853661,"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."}}