{"id":"W2956426107","doi":"10.3138/ptc-2018-0076","title":"Examining Obesity in Lymphedema: A Retrospective Study of 178 New Patients with Suspected Lymphedema at a Canadian Hospital-Based Clinic","year":2019,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre; University of Ottawa","funders":"","keywords":"Lymphedema; Medicine; Overweight; Secondary lymphedema; Cellulitis; Obesity; Medical record; Retrospective cohort study; Population; Referral; Physical therapy; Pediatrics; Internal medicine; Surgery; Cancer; Breast cancer; Family medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00008649213,0.0002827961,0.0007517954,0.0002005965,0.00007085078,0.00001155832,0.0001494899,0.00006091968,0.0008249581],"category_scores_gemma":[0.00004692186,0.000231578,0.00005376903,0.0006425998,0.0000322535,0.00006843157,0.00001668069,0.00001439822,0.00001152019],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004005113,"about_ca_system_score_gemma":0.008773345,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9868049,"about_ca_topic_score_gemma":0.9926185,"domain_scores_codex":[0.9978085,0.00009284504,0.0004340179,0.0005079126,0.0007234983,0.0004332508],"domain_scores_gemma":[0.9983359,0.00009728127,0.0002476174,0.0005969756,0.0002060829,0.0005161552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005716085,0.001012397,0.9960523,0.00009105037,0.0001598093,0.00005810901,0.0007825219,0.00002285307,0.00007303689,0.000002879418,0.001052555,0.0001208465],"study_design_scores_gemma":[0.01810705,0.002223879,0.977515,0.0002888257,0.00005353056,0.000001020851,0.001332863,0.00007955949,0.00008452524,0.000005930914,0.00004859214,0.0002592568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964874,0.0001114392,0.000001127157,0.00008737046,0.0002023474,0.001981057,0.00003767369,0.00002312543,0.001068508],"genre_scores_gemma":[0.9983886,0.000002078191,0.00002693378,0.0005603401,0.00006001877,0.00003167787,0.00003986201,0.00005082129,0.0008396794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01853737,"threshold_uncertainty_score":0.9998183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007111422830721725,"score_gpt":0.2299274607615489,"score_spread":0.2228160379308272,"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."}}