{"id":"W3202101007","doi":"10.1002/cncr.33943","title":"Nighttime compression supports improved self‐management of breast cancer–related lymphedema: A multicenter randomized controlled trial","year":2021,"lang":"en","type":"article","venue":"Cancer","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of British Columbia; Alberta Health Services","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Lymphedema; Randomized controlled trial; Breast cancer; Cancer; Surgery; Oncology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.000332732,0.0002510583,0.001949308,0.0000669958,0.00005733003,0.00001956917,0.00008225428,0.0001133906,0.003485349],"category_scores_gemma":[0.00005149203,0.0001642342,0.000632617,0.0001746781,0.00006589115,0.0000670089,0.00006339605,0.00001822755,0.00001308944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002528369,"about_ca_system_score_gemma":0.0007055173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001728774,"about_ca_topic_score_gemma":0.000006094015,"domain_scores_codex":[0.997649,0.0002829105,0.0009960526,0.0003810749,0.0004014891,0.0002894865],"domain_scores_gemma":[0.9983469,0.0002138001,0.000462478,0.0003822909,0.0003614439,0.0002331416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9854368,0.001425373,0.001443677,0.001083484,0.004892448,0.0002001836,0.0005460845,0.00001320069,0.002176041,0.00005921795,0.001783102,0.0009403815],"study_design_scores_gemma":[0.9860978,0.0000440897,0.001558382,0.001394541,0.004441168,0.00001929054,0.0001802706,0.004695475,0.001105255,0.00001282178,0.0002808624,0.0001700573],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9630734,0.01579619,0.00005820163,0.001163911,0.003131095,0.01000142,0.0001092753,0.0002159797,0.00645056],"genre_scores_gemma":[0.9912167,0.001261249,0.0001967207,0.0003020306,0.0002916702,0.002072106,0.00004204037,0.00003204541,0.004585471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0281433,"threshold_uncertainty_score":0.9974256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006484559476503614,"score_gpt":0.2809337556165772,"score_spread":0.2744491961400736,"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."}}