{"id":"W2334641974","doi":"10.1016/j.ijrobp.2013.06.627","title":"Incidence and Factors Associated With the Development of Extremity and Truncal Lymphedema in a Prospective Cohort of Women With Locally-Advanced Breast Cancer Receiving Multimodality Therapy","year":2013,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Lymphedema; Incidence (geometry); Prospective cohort study; Breast cancer; Cohort; Multimodality; Cohort study; Oncology; Cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002278075,0.0001917205,0.0002234049,0.000495475,0.0004097762,0.0005378736,0.0002753731,0.0004171472,0.001820458],"category_scores_gemma":[0.000900896,0.0003645376,0.0004592772,0.0006958923,0.0002463507,0.0003871842,0.0003689792,0.0006480863,0.0002152645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000190052,"about_ca_system_score_gemma":0.0002579729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004563572,"about_ca_topic_score_gemma":0.003626757,"domain_scores_codex":[0.9998184,0.00003620376,0.00001715964,0.00004705112,0.00002840913,0.0000528897],"domain_scores_gemma":[0.9993774,0.0001022834,0.0002655381,0.0000550777,0.00004599202,0.000153667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007830323,0.00002449367,0.9993213,0.000001541311,0.00001516452,0.00006021872,0.00001840091,0.00001581246,0.0001883876,0.000005630283,0.00002243716,0.0002483457],"study_design_scores_gemma":[0.000003239616,0.00006396489,0.9993068,0.00000122342,0.0000144644,0.0003043535,0.0001260019,0.00007450448,0.00003108055,0.000008410178,0.00006402501,0.000001905738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993426,0.0001157234,0.00003009681,0.00002455896,0.000003099338,0.000003744399,0.0001877389,0.000001840721,0.0002905155],"genre_scores_gemma":[0.9995936,0.00007716881,0.00002100277,0.00001292109,0.000005548206,0.000003649403,0.0001478833,9.442871e-7,0.0001372965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004563572,"threshold_uncertainty_score":0.009074032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01510365646114307,"score_gpt":0.2994473110488071,"score_spread":0.284343654587664,"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."}}