{"id":"W2611177633","doi":"10.1016/j.brachy.2017.04.087","title":"Seed Distribution Stability in Permanent Breast Seed Implant Brachytherapy","year":2017,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Implant; Brachytherapy; Breast cancer; Session (web analytics); Surgery; Cancer; Radiation therapy; 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":[0.0002283585,0.000294943,0.0002919976,0.000026421,0.0003850682,0.00008536851,0.0003253044,0.0001555631,0.00003270625],"category_scores_gemma":[0.00002588187,0.0002647942,0.0001338684,0.00004815639,0.0001917585,0.00001922076,0.0001055812,0.0001231681,0.00001583932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001115364,"about_ca_system_score_gemma":0.0000760101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005912125,"about_ca_topic_score_gemma":0.001139845,"domain_scores_codex":[0.9984638,0.00008838212,0.0002751149,0.0005710631,0.0001756746,0.0004259304],"domain_scores_gemma":[0.9986464,0.00001577437,0.0001917188,0.000972171,0.00008408657,0.00008987341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001440033,0.0005689923,0.8836967,0.00002132804,0.0001848946,0.00002975739,0.0002922552,0.00001068527,0.09403066,0.0001318772,0.0004470844,0.01914572],"study_design_scores_gemma":[0.002718848,0.0001604429,0.9742411,0.00001922222,0.00001163981,0.0001520872,0.00006813488,0.00001874869,0.01672977,0.0001402817,0.005452446,0.0002873012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954424,0.0008265958,0.0001847083,0.001981493,0.000294713,0.0003657375,0.0005798534,0.00002940294,0.0002951154],"genre_scores_gemma":[0.9976709,0.0007036157,0.00006807977,0.0002929684,0.0003381668,0.0001043325,0.0007009313,0.00003236548,0.00008864085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09054437,"threshold_uncertainty_score":0.9999804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01316877980200023,"score_gpt":0.2716269003398357,"score_spread":0.2584581205378355,"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."}}