{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003291363,0.0002177,0.0006404788,0.0001812466,0.0002767578,0.00001000766,0.0001157291,0.00007084555,0.0003543395],"category_scores_gemma":[0.0001331924,0.0001863266,0.0002236868,0.000201298,0.0001468694,0.00006793408,0.00006086584,0.00001752082,0.000004788921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007188641,"about_ca_system_score_gemma":0.000901178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002015716,"about_ca_topic_score_gemma":0.000002768552,"domain_scores_codex":[0.998311,0.0001816744,0.0005391648,0.000394724,0.0002169103,0.0003565161],"domain_scores_gemma":[0.9984997,0.0004023941,0.0004308533,0.000231872,0.0002705813,0.0001645997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.2783782,0.01386905,0.4389198,0.01593909,0.005953019,0.0004308311,0.002727483,0.003373079,0.01896139,0.01255151,0.0219791,0.1869174],"study_design_scores_gemma":[0.4233899,0.04569258,0.1960779,0.001272095,0.01134384,0.007198621,0.01175139,0.04908864,0.002250972,0.006635932,0.242425,0.00287319],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735274,0.003126404,0.007072793,0.0006824941,0.01232642,0.00213047,0.000533408,0.00007724779,0.0005233115],"genre_scores_gemma":[0.9953874,0.00002405788,0.001558992,0.00007607279,0.0008314308,0.00135493,0.0005517525,0.00004035812,0.0001749472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2428419,"threshold_uncertainty_score":0.7598177,"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."}}