{"id":"W2021977353","doi":"10.1016/j.ijrobp.2008.02.049","title":"When Is CT-Based Postoperative Seroma Most Useful to Plan Partial Breast Radiotherapy? Evaluation of Clinical Factors Affecting Seroma Volume and Clarity","year":2008,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":67,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; BC Cancer Agency; University of British Columbia","funders":"","keywords":"Seroma; Medicine; Radiology; CLARITY; Radiation therapy; Surgery; Complication","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002380813,0.0003078669,0.0006438589,0.001428356,0.0003039814,0.001347998,0.0003671673,0.0006665734,0.001372565],"category_scores_gemma":[0.01331777,0.0002237929,0.0005092674,0.0009486999,0.0009075117,0.001347122,0.0002168418,0.0005152812,0.0003475038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003289569,"about_ca_system_score_gemma":0.0003821788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008610606,"about_ca_topic_score_gemma":0.001297526,"domain_scores_codex":[0.999355,0.0002381845,0.00009922324,0.00005800272,0.0001458135,0.000103765],"domain_scores_gemma":[0.9920317,0.004171177,0.002006519,0.0003174319,0.0008967704,0.0005764808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001359311,0.00005593245,0.9720833,0.00006482192,0.0001000395,0.001898198,0.0001740144,0.000438445,0.00708255,0.0001482988,0.0002649984,0.01633016],"study_design_scores_gemma":[0.00004594654,0.0009331314,0.9703537,0.00008317892,0.0002984467,0.008249559,0.001055777,0.004249689,0.01234897,0.0004992249,0.001833423,0.00004894017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917012,0.002845162,0.00160484,0.0004445326,0.00006262691,0.00002879477,0.00009453784,0.00002204252,0.003196169],"genre_scores_gemma":[0.9985222,0.0004493793,0.0007457166,0.00005592181,0.00005329713,0.000004256813,0.00003920776,0.00001134887,0.0001186245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002380813,"threshold_uncertainty_score":0.01259112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05204217417023217,"score_gpt":0.3729124364456223,"score_spread":0.3208702622753902,"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."}}