{"id":"W4414778254","doi":"10.3390/curroncol32100555","title":"Prevention and Treatment of Postmastectomy Lymphedema: A Physiotherapy Perspective","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lymphedema; Mastectomy; Breast cancer; MEDLINE; Lymphadenectomy; Complication; Health professionals","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":[0.00003260644,0.00008401528,0.000315837,0.00009027894,0.00002366634,0.000002577384,0.00001946019,0.00004220535,0.00004755761],"category_scores_gemma":[0.00003012999,0.00006138505,0.00008171306,0.0001021627,0.00006793684,0.00001921624,0.000009732176,0.000003509114,0.000003525232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003953191,"about_ca_system_score_gemma":0.0003952308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003572226,"about_ca_topic_score_gemma":0.00000874355,"domain_scores_codex":[0.9994754,0.00006021032,0.0001554918,0.0001604425,0.00005965561,0.00008881958],"domain_scores_gemma":[0.9995931,0.00007308082,0.00006646913,0.0001157614,0.0001023095,0.00004929126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001940062,0.009818343,0.2357668,0.0007431341,0.000724334,0.00001720843,0.003834242,7.095621e-7,0.006052185,0.01219757,0.001389262,0.7275162],"study_design_scores_gemma":[0.06081824,0.01674622,0.7844505,0.001739656,0.001978569,0.0001317642,0.01209882,0.0004263933,0.008161079,0.008992863,0.1040798,0.0003760236],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620859,0.02691944,0.0002008038,0.0006624887,0.000404149,0.0006682756,0.000005624592,0.000026141,0.009027196],"genre_scores_gemma":[0.9981365,0.0008579495,0.00008452442,0.00003853897,0.00009067791,0.0000680247,0.000006870591,0.00000448422,0.0007124683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7271401,"threshold_uncertainty_score":0.250321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05985374580328296,"score_gpt":0.4612020648170675,"score_spread":0.4013483190137846,"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."}}