{"id":"W2106092996","doi":"10.1016/j.brachy.2013.04.003","title":"Regional treatment margins for prostate brachytherapy","year":2013,"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":"University of Alberta","funders":"Varian Medical Systems","keywords":"Medicine; Nuclear medicine; Brachytherapy; Prostate; Quadrant (abdomen); Dosimetry; Apex (geometry); Prostate brachytherapy; Radiation treatment planning; Radiation therapy; Radiology; Surgery; Anatomy; Cancer","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":[0.00006781005,0.0003270785,0.0004506078,0.00009437809,0.0001424225,0.00006167962,0.0000661228,0.00009172327,0.0005854237],"category_scores_gemma":[0.000006406985,0.000232287,0.0002941199,0.0001377272,0.00007251268,0.000172474,0.000007085713,0.00006863555,0.0001879171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003545231,"about_ca_system_score_gemma":0.0001736749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002539002,"about_ca_topic_score_gemma":0.00002911584,"domain_scores_codex":[0.998503,0.00002633443,0.0003082555,0.0004783147,0.0002009001,0.0004832344],"domain_scores_gemma":[0.9989251,0.0001088229,0.0001133237,0.0004311494,0.0001768135,0.0002447814],"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":[0.001622898,0.002807177,0.07027306,0.00009969754,0.001093829,0.00004781182,0.001497357,0.00001023457,0.009468387,0.00195428,0.05035495,0.8607703],"study_design_scores_gemma":[0.0173003,0.009824993,0.2402011,0.0001133099,0.0001205492,0.00012561,0.0001344689,0.0003357003,0.008894852,0.003180574,0.7193212,0.0004473707],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958315,0.006779782,0.0003715927,0.02625647,0.0002872521,0.006560267,0.00009578191,0.0002064238,0.00112745],"genre_scores_gemma":[0.9350258,0.01513234,0.008726224,0.01182372,0.0009767117,0.01257118,0.0005522933,0.0001823426,0.01500938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.860323,"threshold_uncertainty_score":0.947239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03187751612271406,"score_gpt":0.3005513562495459,"score_spread":0.2686738401268318,"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."}}