{"id":"W4382501619","doi":"10.1001/jamaoto.2023.1473","title":"Rehabilitation Interventions for Head and Neck Cancer–Associated Lymphedema","year":2023,"lang":"en","type":"review","venue":"JAMA Otolaryngology–Head & Neck Surgery","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; University of Calgary","funders":"","keywords":"Observational study; Medicine; Randomized controlled trial; Physical therapy; Psychological intervention; Lymphedema; Rehabilitation; Surgery; Cancer; Internal medicine; Breast cancer; Psychiatry","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014603,0.0007631399,0.005031127,0.0009262955,0.0002648689,0.00009592208,0.0001911779,0.001106998,0.0001261599],"category_scores_gemma":[0.009975328,0.0006567715,0.003049437,0.0009422914,0.0002284752,0.0002213784,0.0001396259,0.0001030332,0.0001318402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006835281,"about_ca_system_score_gemma":0.001572017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003667477,"about_ca_topic_score_gemma":0.0003062645,"domain_scores_codex":[0.9947219,0.0006914492,0.002295362,0.001082396,0.0003870317,0.000821811],"domain_scores_gemma":[0.9881039,0.009128394,0.001166181,0.0007356471,0.0003969471,0.0004689359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002711617,0.0009161975,0.0943214,0.440859,0.002482157,0.0003175972,0.0001595099,2.907471e-7,8.28978e-7,0.0001870936,0.06896292,0.3915218],"study_design_scores_gemma":[0.003085166,0.0005394424,0.1134315,0.4183683,0.006856099,0.0005132986,0.0001143331,0.00005869804,3.707644e-7,0.0002430012,0.4558597,0.0009301008],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06024851,0.931669,0.00001250391,0.0007927311,0.001511466,0.004226441,0.0009285649,0.000454154,0.000156611],"genre_scores_gemma":[0.001061562,0.9867603,0.0001804106,0.0003890523,0.0008235183,0.005700597,0.00284142,0.0002456298,0.001997575],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3905917,"threshold_uncertainty_score":0.9995884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.107570409834093,"score_gpt":0.3991329059617005,"score_spread":0.2915624961276075,"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."}}