{"id":"W4406118021","doi":"10.12998/wjcc.v13.i12.98825","title":"Enhancing outcomes in severe lymphedema through combined treatment strategies","year":2025,"lang":"en","type":"letter","venue":"World Journal of Clinical Cases","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Lymphedema; Quality of life (healthcare); Weight loss; Stage (stratigraphy); Physical therapy; Surgery; Intensive care medicine; Internal medicine; Cancer; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006510432,0.000507791,0.00343574,0.0004401218,0.00005458195,0.00008943334,0.0002363379,0.0004886064,0.0004093477],"category_scores_gemma":[0.002372806,0.0003231259,0.001529269,0.0003155858,0.0001414377,0.0002166513,0.0000510477,0.0002694102,0.00002385171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003801352,"about_ca_system_score_gemma":0.003674192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002122081,"about_ca_topic_score_gemma":0.0003997175,"domain_scores_codex":[0.9942002,0.0005356735,0.003734522,0.0003716259,0.0007454374,0.0004125955],"domain_scores_gemma":[0.9890587,0.008367613,0.001582051,0.0004948839,0.0003046071,0.0001921435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001848968,0.001723876,0.202906,0.001473548,0.001826275,0.06078598,0.0001890391,0.00001071795,0.000002323894,0.0001030675,0.7255414,0.003588871],"study_design_scores_gemma":[0.03154602,0.005827458,0.06583536,0.01453766,0.004836953,0.003502665,0.001788188,0.000005264978,0.00008992138,0.002224825,0.8689175,0.0008881888],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1558054,0.01016468,0.00005501788,0.7947567,0.00739917,0.001545388,0.000170317,0.00009518749,0.03000819],"genre_scores_gemma":[0.4575796,0.001330821,0.0009098979,0.492905,0.008283953,0.00002902375,0.00008876273,0.00007275295,0.03880022],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3018517,"threshold_uncertainty_score":0.9999221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09276846923605979,"score_gpt":0.4233137680651864,"score_spread":0.3305452988291266,"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."}}