{"id":"W4413810603","doi":"10.1159/000547583","title":"Breast Cancer-Related Lymphedema: A Common Challenge among Nigerian Breast Cancer Survivors","year":2025,"lang":"en","type":"article","venue":"Breast Care","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"National Cancer Institute","keywords":"Medicine; Lymphedema; Breast cancer; Cancer; Oncology; Internal medicine; Gynecology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001296358,0.0005023135,0.0008947125,0.0002537484,0.0002652537,0.00007123997,0.0002905549,0.0003184403,0.00120612],"category_scores_gemma":[0.00001123532,0.0004293148,0.0003400555,0.0006927723,0.0001694402,0.0001807563,0.0001347447,0.00005540917,0.00006709029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001027044,"about_ca_system_score_gemma":0.00126595,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04104716,"about_ca_topic_score_gemma":0.01493621,"domain_scores_codex":[0.9972914,0.0001617356,0.0006315676,0.0007038753,0.0005398801,0.0006714783],"domain_scores_gemma":[0.9978554,0.00007396046,0.0002052258,0.0007791813,0.0005576059,0.0005286246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005026748,0.0004288003,0.9367658,0.00181564,0.0006554355,0.0001866281,0.002297055,0.00001772983,0.0000557548,0.0002441813,0.00230382,0.05472645],"study_design_scores_gemma":[0.004175515,0.0000313753,0.9837164,0.003166023,0.0007747827,0.001116105,0.005794937,0.0001324752,0.00003497607,0.00003183421,0.0005929986,0.0004325332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488674,0.01262093,0.000005603375,0.008259861,0.001744623,0.001263069,0.003331993,0.000644472,0.02326202],"genre_scores_gemma":[0.9962826,0.0002887322,0.000007311389,0.0005125411,0.0004868424,0.0003852244,0.0001920642,0.00007470515,0.001769977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05429392,"threshold_uncertainty_score":0.9998159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007334196109134614,"score_gpt":0.2704785429510771,"score_spread":0.2631443468419425,"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."}}