{"id":"W4319736836","doi":"10.3332/ecancer.2023.1506","title":"Prevalence and determinants of lymphedema in newly diagnosed Nigerian breast cancer patients using bioimpedance estimations","year":2023,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"National Cancer Institute","keywords":"Lymphedema; Medicine; Breast cancer; Bioelectrical impedance analysis; Cohort; Stage (stratigraphy); Quality of life (healthcare); Body mass index; Cancer; Internal medicine; Physical therapy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002730536,0.0001674826,0.000167605,0.0005660189,0.0002266439,0.0003723964,0.0001316015,0.0001928103,0.0009916272],"category_scores_gemma":[0.001280443,0.0001545627,0.0001424577,0.0004449895,0.0001402761,0.0002446073,0.0002311544,0.0002653679,0.0001073465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000158026,"about_ca_system_score_gemma":0.0001348965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002322619,"about_ca_topic_score_gemma":0.003543483,"domain_scores_codex":[0.9998353,0.00004100369,0.00002585008,0.00003234882,0.0000358654,0.00002956936],"domain_scores_gemma":[0.9994383,0.0001569992,0.0002848685,0.00001961654,0.00004676617,0.00005329056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002229332,0.00001446855,0.9988433,0.000007405551,0.000003822269,0.00005657253,0.00005954101,0.00000912117,0.0001521468,0.000003372279,0.00001682188,0.0008110867],"study_design_scores_gemma":[0.000001520747,0.00005692348,0.9987508,0.00001597768,0.000007753005,0.0005737433,0.0003336504,0.0000848562,0.00006200993,0.000009924986,0.0001009165,0.000001920592],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994127,0.0002380107,0.00003371635,0.00001659212,0.000002699183,0.00000589599,0.00008336177,7.310442e-7,0.0002061963],"genre_scores_gemma":[0.9996477,0.0001592557,0.00005183586,0.000006331846,0.000002379343,0.000005083494,0.00006866409,3.107375e-7,0.00005835031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002322619,"threshold_uncertainty_score":0.004618168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02267292330551721,"score_gpt":0.3340572699849131,"score_spread":0.3113843466793959,"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."}}