{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001509569,0.0005077063,0.0006181588,0.00330909,0.00286826,0.001551792,0.001835723,0.0004490799,0.004932522],"category_scores_gemma":[0.003733048,0.0004276534,0.0007531921,0.009887111,0.0004562074,0.0005755328,0.001268568,0.0009070176,0.0008341963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01982595,"about_ca_system_score_gemma":0.02976343,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9896172,"about_ca_topic_score_gemma":0.9916344,"domain_scores_codex":[0.9978991,0.0001348896,0.0001454229,0.0002533933,0.001038715,0.0005285675],"domain_scores_gemma":[0.9962782,0.0001588172,0.0005836128,0.0001636883,0.00220578,0.0006097456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001875585,0.00009307695,0.9809011,0.0001925086,0.0001107383,0.00009150607,0.0006036804,0.00006227806,0.000112949,0.0002360332,0.01149496,0.00591362],"study_design_scores_gemma":[0.00003801562,0.00002272331,0.9952977,0.00008024317,0.00004733223,0.00006470962,0.0007034396,0.0001490433,0.00004418792,0.00002271645,0.003514824,0.00001491141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8352906,0.001623226,0.0004044044,0.0009015537,0.00004112916,0.0006261716,0.1481206,0.00006262316,0.01292978],"genre_scores_gemma":[0.9377629,0.001225958,0.0008647335,0.000542134,0.0000227325,0.0003985826,0.05697542,0.00003325531,0.002174264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01982595,"threshold_uncertainty_score":0.143848,"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."}}