{"id":"W4291016455","doi":"10.3390/curroncol29080446","title":"Higher Rate of Lymphedema with Inguinal versus Axillary Complete Lymph Node Dissection for Melanoma: A Potential Target for Immediate Lymphatic Reconstruction?","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lymphedema; Medicine; Axillary Lymph Node Dissection; Lymphovascular invasion; Surgery; Sentinel lymph node; Univariate analysis; Secondary lymphedema; Lymph node; Axilla; Dissection (medical); Melanoma; Lymphatic system; Multivariate analysis; Oncology; Breast cancer; Cancer; Metastasis; Internal medicine; Pathology; Cancer research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005691224,0.00008561125,0.0001587989,0.0003564631,0.0001839131,0.000347878,0.0001797018,0.0001618275,0.001792439],"category_scores_gemma":[0.002211417,0.00006667893,0.0002013644,0.0003771229,0.000266746,0.0003323529,0.0002975355,0.0002284108,0.0001432938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002554836,"about_ca_system_score_gemma":0.0002937874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005749174,"about_ca_topic_score_gemma":0.001092426,"domain_scores_codex":[0.9996288,0.00009414089,0.00004563166,0.00006411818,0.00008841728,0.00007883339],"domain_scores_gemma":[0.9972083,0.0006192931,0.001688117,0.00009386199,0.0001285961,0.0002617345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003827891,0.000007010241,0.9982363,0.000007634587,0.000005124675,0.0001293032,0.00002207311,0.00001781007,0.0001549229,0.00000760895,0.00001965512,0.001354284],"study_design_scores_gemma":[0.000001975633,0.00009049597,0.9969255,0.000008296669,0.00000810597,0.002444762,0.000152012,0.00009292525,0.0001494577,0.00001308583,0.0001114333,0.000001905591],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999363,0.0002356452,0.00007793986,0.00002119117,0.000002706529,0.000002473725,0.00003644856,0.000001891192,0.0002586828],"genre_scores_gemma":[0.9998471,0.0000569613,0.00003492344,0.000006034652,0.00000442976,0.000001181174,0.00002661331,6.192668e-7,0.00002218504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001792439,"threshold_uncertainty_score":0.005996287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06876097214051761,"score_gpt":0.3493796538753303,"score_spread":0.2806186817348126,"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."}}