{"id":"W4401908679","doi":"10.1002/jso.27841","title":"Breast cancer‐related lymphedema: A comprehensive analysis of risk factors","year":2024,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Royal Victoria Hospital","funders":"","keywords":"Lymphedema; Medicine; Breast cancer; Axillary Lymph Node Dissection; Stage (stratigraphy); Sentinel lymph node; Internal medicine; Odds ratio; Logistic regression; Proportional hazards model; Surgery; Cancer; Oncology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002666966,0.0001315815,0.001262233,0.0005946502,0.00002601512,0.000009799884,0.00008243367,0.0001686846,0.001342066],"category_scores_gemma":[0.00003829735,0.00007916267,0.0008570732,0.001030452,0.0001039321,0.00006843879,0.00002393304,0.00005352206,0.000009272096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003812979,"about_ca_system_score_gemma":0.000865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001915091,"about_ca_topic_score_gemma":0.000007675565,"domain_scores_codex":[0.9981784,0.0002233089,0.0009285568,0.0001384842,0.0003636364,0.0001676733],"domain_scores_gemma":[0.9972121,0.001455261,0.0005098291,0.0001122517,0.0004099268,0.0003006916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003349723,0.002805556,0.8635348,0.0007137452,0.0526009,0.01574474,0.00386282,0.001731184,0.0006885731,0.000989973,0.004607544,0.04937046],"study_design_scores_gemma":[0.006579484,0.001216043,0.8897036,0.000685504,0.03954673,0.008982152,0.001945152,0.004143283,0.000107393,0.0001603939,0.04671258,0.000217705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878653,0.008670361,0.00001802445,0.0008967033,0.000663419,0.00008021616,0.0001033021,0.0000232585,0.001679457],"genre_scores_gemma":[0.9964334,0.00317241,0.00005239951,0.00003574033,0.0002158603,0.000001524452,0.000007124845,0.00001058145,0.00007094306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04915275,"threshold_uncertainty_score":0.9995708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02304395012119414,"score_gpt":0.3407267478556212,"score_spread":0.317682797734427,"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."}}