{"id":"W4408019088","doi":"10.70472/kwpd5251","title":"Advocating for lymphedema: Awareness, action, and access","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; Action (physics); Medicine; Physics; Internal medicine; Cancer; Quantum mechanics","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":[0.00009827062,0.00008004506,0.0001760602,0.00005999945,0.0001184284,0.0000394339,0.00005069856,0.00004194735,0.00002125368],"category_scores_gemma":[0.0003346429,0.0000652271,0.00004494585,0.000114641,0.00002444725,0.00008660368,0.00003675702,0.000003609397,0.000003606959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004150388,"about_ca_system_score_gemma":0.00036258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005644772,"about_ca_topic_score_gemma":0.000008202102,"domain_scores_codex":[0.9994539,0.00001173774,0.0001582208,0.0001763206,0.00007668519,0.000123142],"domain_scores_gemma":[0.9994967,0.0001416223,0.00004351473,0.0001531851,0.00009274151,0.00007222204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001992668,0.0001842755,0.9206151,0.002835161,0.0001194694,0.000008431972,0.0002752824,0.000002458714,0.003392825,0.004424703,0.009508968,0.05843402],"study_design_scores_gemma":[0.01121166,0.0001948521,0.9050369,0.002068006,0.000788263,0.00007831542,0.003033364,0.002791312,0.03931183,0.008203099,0.02681391,0.000468489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743503,0.002776412,0.007639857,0.0007121548,0.0005020883,0.0007173131,0.00001919688,0.0001430858,0.01313964],"genre_scores_gemma":[0.9977353,0.00003245637,0.0003069012,0.0007362462,0.0001499553,0.0001476173,0.00002044331,0.000008224147,0.0008628306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05796553,"threshold_uncertainty_score":0.2659884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09753391485066298,"score_gpt":0.4004204588688783,"score_spread":0.3028865440182153,"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."}}