{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001389503,0.0004228344,0.0005189023,0.000945601,0.00270507,0.002281614,0.0005894062,0.002512944,0.02618407],"category_scores_gemma":[0.007010262,0.0001967028,0.0005262383,0.0006961729,0.001872593,0.003694769,0.001616366,0.004222522,0.007201621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004913853,"about_ca_system_score_gemma":0.01201421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1307814,"about_ca_topic_score_gemma":0.3205446,"domain_scores_codex":[0.9986728,0.0002232369,0.00006376333,0.00006838354,0.0006601784,0.0003116583],"domain_scores_gemma":[0.9966981,0.000571881,0.0002252033,0.00004895144,0.001351182,0.001104672],"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":[0.00001504595,0.00004377242,0.002141463,0.0007177377,0.00000620938,0.0002623372,0.001045835,0.00001603174,0.0001130891,0.001541293,0.8227511,0.1713461],"study_design_scores_gemma":[0.00002278006,0.00005274354,0.009776162,0.004000117,0.0000178526,0.001480078,0.005801619,0.0000269744,0.00006527222,0.003741665,0.9749791,0.00003568085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.002994058,0.08407374,0.0006768482,0.7775486,0.02206143,0.0001741796,0.0009883133,0.0001982556,0.1112846],"genre_scores_gemma":[0.07083925,0.2287181,0.005098106,0.5725056,0.01952609,0.0002604373,0.00189368,0.0001693473,0.1009895],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1307814,"threshold_uncertainty_score":0.2600403,"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."}}