{"id":"W4285728764","doi":"10.1177/12034754221112002","title":"Pediatric Lymphedema: Study of 180 Patients Referred to a Tertiary Lymphedema Clinic","year":2022,"lang":"en","type":"article","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Lymphedema; Medicine; Secondary lymphedema; Pediatrics; Medical record; Surgery; Internal medicine; Cancer; Breast cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001171754,0.0002140601,0.001325134,0.0008020321,0.0001283047,0.000007034641,0.0001313213,0.00004787933,0.0005542524],"category_scores_gemma":[0.001976506,0.0001503102,0.000219916,0.000528515,0.00004504479,0.00006314198,0.00009656655,0.00003417121,0.000005130226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001263252,"about_ca_system_score_gemma":0.0005256186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005057594,"about_ca_topic_score_gemma":0.000002194038,"domain_scores_codex":[0.995998,0.0003238738,0.001832318,0.000231813,0.001348838,0.000265166],"domain_scores_gemma":[0.9960682,0.001744653,0.0009629086,0.0002882766,0.0003968299,0.0005391808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001569829,0.002333234,0.9359049,0.0002881494,0.0002195548,0.00274237,0.002386182,0.000007519029,0.00005789326,8.166266e-7,0.05161341,0.002876185],"study_design_scores_gemma":[0.01345786,0.01446079,0.9243981,0.0007518182,0.003235647,0.01477596,0.02430103,0.00002708113,0.00001754766,0.0000589515,0.004074883,0.0004403535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946348,0.002577832,0.000006215766,0.0006770883,0.001243229,0.0004373581,0.000007310558,0.00001395783,0.0004021754],"genre_scores_gemma":[0.9969313,0.0002882133,0.00001811713,0.001626564,0.0008292218,0.0000130252,0.000007085937,0.00002838061,0.0002581569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04753852,"threshold_uncertainty_score":0.612947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03478825278761282,"score_gpt":0.2980618023773105,"score_spread":0.2632735495896977,"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."}}