{"id":"W4410339677","doi":"10.1007/s11764-025-01800-w","title":"Right out of the gate: a mixed method study on the needs and priorities of individuals with or at risk of breast cancer-related lymphedema","year":2025,"lang":"en","type":"article","venue":"Journal of Cancer Survivorship","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Université Laval; Manitoba Beekeepers' Association; Parkwood Institute; Air Canada; Nova Scotia Health Authority","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Health informatics; Breast cancer; Lymphedema; Public health; Quality of Life Research; Nursing research; Cancer; Oncology; Environmental health; Family medicine; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001687627,0.0001848448,0.000854553,0.0002057048,0.00008461964,0.00001171599,0.0002412981,0.00007342648,0.0001108711],"category_scores_gemma":[0.0002546128,0.00007422127,0.000167526,0.0005713443,0.0001861283,0.00005713757,0.00006331082,0.00005550156,1.632085e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001525444,"about_ca_system_score_gemma":0.001117927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004907548,"about_ca_topic_score_gemma":0.005031616,"domain_scores_codex":[0.9971757,0.0009155755,0.0008742939,0.0001199064,0.0007579998,0.000156548],"domain_scores_gemma":[0.996223,0.001382638,0.001455192,0.0003361523,0.0005141762,0.00008881721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002698645,0.0003261704,0.985851,0.0005322389,0.002338886,0.000006773082,0.007020712,0.00003220223,0.0002592095,0.0001492924,0.0002561483,0.0005287452],"study_design_scores_gemma":[0.004856564,0.000571578,0.9749169,0.003085941,0.002783476,0.00004114361,0.008271802,0.00001772686,0.005161283,0.0001407261,0.00007251462,0.00008029595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934941,0.003359799,0.00001661756,0.001352462,0.0005713017,0.0005950023,0.0001261082,0.000005429935,0.0004792005],"genre_scores_gemma":[0.9985099,0.0002939469,0.00005066863,0.00009920127,0.00007362932,0.00002122221,2.273314e-7,0.00001453678,0.0009366141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01093403,"threshold_uncertainty_score":0.7418778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02181448736650513,"score_gpt":0.3215570987054645,"score_spread":0.2997426113389594,"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."}}