{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007162698,0.0001662241,0.0005893245,0.0001462017,0.0004097464,0.000008208777,0.0001755111,0.0002139625,0.0001280271],"category_scores_gemma":[0.0001032855,0.0001333955,0.000139492,0.0001570909,0.0001338941,0.00006999008,0.00006768094,0.0001259801,0.000002662523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004493367,"about_ca_system_score_gemma":0.0003806584,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008702286,"about_ca_topic_score_gemma":0.01191679,"domain_scores_codex":[0.9978781,0.0006142596,0.0005866353,0.0003256201,0.00009789335,0.0004974627],"domain_scores_gemma":[0.99799,0.0008649151,0.0004221668,0.0002110176,0.000395962,0.0001159193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003441914,0.0004347615,0.9225227,0.0002692286,0.00008501229,1.029333e-7,0.01782236,0.00001079472,0.00008435553,0.00004041762,0.0002145702,0.05817152],"study_design_scores_gemma":[0.002384352,0.000843406,0.9890569,0.0001464835,0.00007762376,6.113798e-7,0.002232897,0.0005545096,0.00002068026,0.00006150503,0.004470761,0.0001502444],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908884,0.0007596152,0.001637441,0.00004465469,0.001347969,0.002499576,0.00279151,0.00001780918,0.00001300764],"genre_scores_gemma":[0.9927691,0.006021321,0.00004996685,0.00002992772,0.0002365093,0.0007384432,0.0001158876,0.00002507905,0.00001374206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06653424,"threshold_uncertainty_score":0.9978989,"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."}}