{"id":"W2007968880","doi":"10.1177/0194599814529401","title":"Liposuction for Submental Lymphedema Improves Appearance and Self‐Perception in the Head and Neck Cancer Patient","year":2014,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Liposuction; Lymphedema; Head and neck cancer; Quality of life (healthcare); Surgery; Prospective cohort study; Patient satisfaction; Cancer; Breast cancer; Radiation therapy; Internal medicine","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":[0.0001215991,0.00008017173,0.0001596088,0.00003654874,0.00005808853,0.00001110214,0.00002438038,0.00005991912,0.000006454002],"category_scores_gemma":[0.00003311426,0.00005377673,0.00002345019,0.00004119144,0.00005031022,0.00005321145,0.00001283319,0.000008219112,0.000002239302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004048345,"about_ca_system_score_gemma":0.00002380927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002686717,"about_ca_topic_score_gemma":0.0001317062,"domain_scores_codex":[0.9994086,0.00006902708,0.000137985,0.000179405,0.00006583296,0.0001391188],"domain_scores_gemma":[0.9997434,0.00004517537,0.00004322077,0.0001009382,0.00001945284,0.00004780176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006412768,0.0003811373,0.9336302,0.000688477,0.00004061922,0.00000519763,0.003563306,0.000001317012,0.01221531,0.0007157292,0.0004239769,0.0476934],"study_design_scores_gemma":[0.002659984,0.0008018219,0.992337,0.00009450366,0.00005462355,0.0001704613,0.000429912,0.00136611,0.0001283109,0.0001380834,0.001751002,0.00006812614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967718,0.001243779,0.00008075546,0.0007675966,0.0001343999,0.000750041,0.000003701592,0.00001911224,0.0002288265],"genre_scores_gemma":[0.9978694,0.00009848293,0.0002265119,0.001306394,0.0001521416,0.0003079948,0.000008520354,0.000007689929,0.00002281427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05870681,"threshold_uncertainty_score":0.2192951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008831954425832837,"score_gpt":0.2638704217703645,"score_spread":0.2550384673445317,"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."}}