{"id":"W4408019092","doi":"10.70472/nkhm7678","title":"Lymphedema/Chronic Edema. What healthcare professionals need to know.","year":2025,"lang":"en","type":"article","venue":"Pathways.","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lymphedema; Health professionals; Medicine; Edema; Health care; Intensive care medicine; Nursing; Surgery; Internal medicine; Breast cancer; Cancer; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002362766,0.000202302,0.0004466672,0.0001927516,0.00014597,0.00005896027,0.0001411723,0.0001244133,0.0002784621],"category_scores_gemma":[0.0002776459,0.0001569841,0.0001416274,0.0004542304,0.00002964365,0.000153895,0.0001077925,0.00001744545,0.0006911546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004416638,"about_ca_system_score_gemma":0.001955154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004490423,"about_ca_topic_score_gemma":0.00002665126,"domain_scores_codex":[0.9983358,0.0001036317,0.0004119337,0.0003851907,0.0003577461,0.0004056406],"domain_scores_gemma":[0.9986371,0.0001503864,0.0000691097,0.0005290516,0.0001913864,0.0004229358],"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":[0.001152736,0.002089676,0.07264632,0.01203566,0.0004999515,0.0003984185,0.004643156,0.00002099206,0.02215584,0.03931195,0.5529153,0.29213],"study_design_scores_gemma":[0.02694559,0.00269195,0.1326388,0.08185775,0.001196055,0.0002722284,0.05367712,0.001024578,0.05903896,0.006824289,0.6313245,0.002508245],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6821913,0.1319936,0.0007377337,0.1374865,0.006207722,0.005413575,0.00007260191,0.0008486123,0.03504844],"genre_scores_gemma":[0.9755732,0.0002369081,0.0001985826,0.01340109,0.000452511,0.0002512579,0.00004712273,0.00002447653,0.009814869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2933819,"threshold_uncertainty_score":0.8883624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02034979815434147,"score_gpt":0.3294352809165705,"score_spread":0.309085482762229,"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."}}