{"id":"W2937984778","doi":"10.1089/lrb.2019.0014","title":"Lymphedema Impact and Prevalence International Study: The Canadian Data","year":2019,"lang":"en","type":"article","venue":"Lymphatic Research and Biology","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Parkwood Institute; Lawson Health Research Institute; Western University","funders":"","keywords":"Lymphedema; Medicine; Cellulitis; Edema; Physical therapy; Quality of life (healthcare); Demographics; Body mass index; Surgery; Cancer; Internal medicine; Breast cancer; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001338328,0.00009263968,0.000179855,0.000146054,0.0001772947,0.00009054713,0.0003629288,0.00005814516,0.0002554489],"category_scores_gemma":[0.0005647076,0.00004761616,0.00001672457,0.0001354968,0.0002994951,0.00008976334,0.000305704,0.00001524404,0.000101853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001380706,"about_ca_system_score_gemma":0.0009433703,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05181664,"about_ca_topic_score_gemma":0.01295767,"domain_scores_codex":[0.9986322,0.0002438292,0.0001644115,0.0003649558,0.0002379328,0.0003566704],"domain_scores_gemma":[0.9983903,0.0004578608,0.0000289752,0.0006334228,0.0001422892,0.0003471721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009996192,0.00008500451,0.9911872,0.00006136263,0.0001387809,0.00001749799,0.0002116133,5.161733e-8,0.0001305981,0.0003270248,0.001129654,0.006611215],"study_design_scores_gemma":[0.002007985,0.0009621361,0.9897476,0.00006011135,0.00003476477,0.0002280484,0.001154724,0.001049768,0.000006453944,0.0007533307,0.003920096,0.00007495764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989387,0.002322707,0.000001648859,0.002281722,0.0001270303,0.0009428889,0.00007299428,0.000009134333,0.004854818],"genre_scores_gemma":[0.997829,0.0003425635,0.00001705083,0.0002222163,0.0001435733,0.00002461607,0.00007274476,0.000006611413,0.001341607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03885896,"threshold_uncertainty_score":0.9544974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2512800457551818,"score_gpt":0.4920542994710896,"score_spread":0.2407742537159079,"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."}}