{"id":"W4416665782","doi":"10.3390/curroncol32120660","title":"The Effectiveness of Prophylactic Compression Sleeves in Reducing the Risk of Lymphedema in Patients Who Receive Breast Cancer Surgery: A Systematic Review","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University Health Network; London Health Sciences Centre; St. Joseph's Hospital","funders":"London Health Sciences Centre","keywords":"Lymphedema; Breast cancer; Randomized controlled trial; Compression (physics); Complication; Incidence (geometry); Clinical trial","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002334913,0.0001299374,0.001190368,0.0001236781,0.00004942356,0.000003810249,0.000137179,0.00005520434,0.000006063841],"category_scores_gemma":[0.002847024,0.00006155307,0.0001325257,0.0005160369,0.0001313143,0.00003422541,0.00005987627,0.00003757955,0.000001041048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004347182,"about_ca_system_score_gemma":0.0006098333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003404466,"about_ca_topic_score_gemma":0.00003659233,"domain_scores_codex":[0.9949953,0.00355464,0.0008762269,0.0001886805,0.0002165688,0.0001685789],"domain_scores_gemma":[0.9936875,0.005028351,0.0006400037,0.0003592415,0.0002492278,0.00003565218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006889504,0.00059125,0.7018819,0.2885686,0.00007150255,0.000001386032,0.0001590456,0.000007240939,0.00001252197,0.00002873483,0.0001443084,0.007844583],"study_design_scores_gemma":[0.001282416,0.0000578992,0.6937268,0.3040329,0.0005024649,0.000003145949,0.0001353899,0.00008574843,0.00007449972,0.00004612882,0.00001071678,0.00004194987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8910997,0.1042529,0.000005253787,0.0002128734,0.0007611815,0.00346399,0.00002134235,0.000005767328,0.0001769378],"genre_scores_gemma":[0.9933208,0.005945648,0.000001244209,0.0000251619,0.00001683503,0.000667876,0.000005925887,0.000006509905,0.000009982779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1022211,"threshold_uncertainty_score":0.340836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0271661487846961,"score_gpt":0.3684297443035531,"score_spread":0.341263595518857,"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."}}