{"id":"W3080625951","doi":"10.1188/20.onf.518-538","title":"ONS Guidelines™ for Cancer Treatment–Related Lymphedema","year":2020,"lang":"en","type":"article","venue":"Oncology nursing forum","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Lymphedema; Medicine; Radiation therapy; Secondary lymphedema; Cancer; Productivity; Lymphatic system; Breast cancer; Oncology; Intensive care medicine; Physical therapy; Internal medicine; Pathology","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":[0.00005807568,0.0001629134,0.0004665389,0.00004256302,0.0001265618,0.000008331229,0.00005913585,0.000170257,0.0002524769],"category_scores_gemma":[0.0003193963,0.0001251869,0.0001916092,0.0001350441,0.00009484689,0.00003951897,0.000008089235,0.000007746305,0.00006730825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009768574,"about_ca_system_score_gemma":0.001211818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004492223,"about_ca_topic_score_gemma":0.0000162791,"domain_scores_codex":[0.9988516,0.00003397062,0.0003679344,0.000284372,0.0001029944,0.0003591295],"domain_scores_gemma":[0.9990867,0.0001154877,0.000111985,0.0001537216,0.0002028449,0.0003292068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001530042,0.001132626,0.0249588,0.0001367783,0.0005477641,0.0001068891,0.002455169,0.0000501896,0.003942586,0.001894708,0.5899881,0.3732564],"study_design_scores_gemma":[0.02370023,0.006344852,0.003176738,0.0008485184,0.00233266,0.0003033919,0.004778707,0.01010974,0.003186144,0.001102017,0.9437076,0.0004094196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1281871,0.01264598,0.002207527,0.7990734,0.003165996,0.00275357,0.0001683849,0.0005544373,0.05124365],"genre_scores_gemma":[0.9665837,0.0001411192,0.003989289,0.02191967,0.001055247,0.0003742824,0.0001480727,0.0000652927,0.005723355],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8383966,"threshold_uncertainty_score":0.5104973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1414206662295698,"score_gpt":0.447530503043669,"score_spread":0.3061098368140992,"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."}}