{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005210465,0.0001618923,0.0003918447,0.0008994417,0.0002411357,0.0002381738,0.0001475685,0.0001656973,0.0007854394],"category_scores_gemma":[0.001103967,0.0001234979,0.0005230294,0.001094696,0.00008399035,0.0002743906,0.0002852703,0.0002545619,0.00008166872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002064585,"about_ca_system_score_gemma":0.0005924976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005180337,"about_ca_topic_score_gemma":0.007832843,"domain_scores_codex":[0.999804,0.0000471293,0.00002557234,0.00003422199,0.00005436761,0.00003477185],"domain_scores_gemma":[0.9994171,0.0001668844,0.0002288052,0.00002335924,0.00007232647,0.00009169013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002413206,0.00002172025,0.9971945,0.00001809881,0.00005578203,0.00004600506,0.00001880043,0.00007800428,0.00006650422,0.000007475506,0.0001609805,0.002307998],"study_design_scores_gemma":[0.000003712051,0.00004347435,0.9991329,0.00001345013,0.00004403781,0.000207722,0.0000513491,0.0002457872,0.00002080903,0.00001401731,0.0002204406,0.000002275553],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969151,0.001318305,0.0001963185,0.0001207405,0.000005167073,0.00003051789,0.000932576,0.00000937088,0.0004719384],"genre_scores_gemma":[0.9982241,0.0005041472,0.0002980459,0.00002284808,0.00001084283,0.00002532085,0.0008349263,0.000001497076,0.00007828636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005180337,"threshold_uncertainty_score":0.01030034,"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."}}