{"id":"W2888082234","doi":"10.3747/co.25.3911","title":"Perceptions of Vascular Access for Intravenous Systemic Therapy and Risk Factors for Lymphedema in Early-Stage Breast Cancer—A Patient Survey","year":2018,"lang":"en","type":"article","venue":"Current Oncology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Ottawa Hospital; Cancer Care South East; Northeast Cancer Centre; University of Ottawa","funders":"Ottawa Hospital Research Institute","keywords":"Medicine; Lymphedema; Breast cancer; Peripherally inserted central catheter; Catheter; Thrombosis; Cancer; Internal medicine; Surgery; Oncology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.001154299,0.000103989,0.0001958171,0.0003551099,0.0003454577,0.0004614888,0.0001680205,0.0003155367,0.001569636],"category_scores_gemma":[0.003073685,0.0001356396,0.0002515755,0.0005590024,0.0002788435,0.0003742404,0.0003068332,0.0004708377,0.0001631906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006238391,"about_ca_system_score_gemma":0.0005727027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02094771,"about_ca_topic_score_gemma":0.02165274,"domain_scores_codex":[0.9993017,0.0002553313,0.00006906054,0.00004711371,0.0001804876,0.0001462814],"domain_scores_gemma":[0.9973713,0.0006404947,0.001074603,0.00004242592,0.000384809,0.0004863486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005813401,0.00008470628,0.9950971,0.00003454267,0.00001887742,0.0000726558,0.001127214,0.00004437355,0.0001422165,0.00001133229,0.0004358251,0.002873086],"study_design_scores_gemma":[0.00000822904,0.00026208,0.995707,0.00001731669,0.00001160901,0.0002960195,0.002883364,0.0001510235,0.00005188968,0.000007536642,0.0005958826,0.000008092718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990802,0.0001050683,0.00002746055,0.0001568735,0.000002429676,0.00001507548,0.0001952469,0.000002080344,0.0004156237],"genre_scores_gemma":[0.999542,0.0001049299,0.00005825751,0.00008953155,0.000003154178,0.00001102543,0.00009697347,5.546319e-7,0.00009364821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02094771,"threshold_uncertainty_score":0.04165161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.162390279967185,"score_gpt":0.4580757892466457,"score_spread":0.2956855092794607,"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."}}