{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002614228,0.0001153101,0.0001507024,0.0001737811,0.0001556356,0.0001994781,0.00007363177,0.0001053953,0.002037489],"category_scores_gemma":[0.001165791,0.00004723234,0.0002264026,0.0001823334,0.00009802814,0.0001658565,0.0001595747,0.0001536298,0.0001321805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001092368,"about_ca_system_score_gemma":0.0001324667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004834939,"about_ca_topic_score_gemma":0.001102483,"domain_scores_codex":[0.9999154,0.00002830835,0.000007314109,0.000007446853,0.00002378187,0.00001778474],"domain_scores_gemma":[0.9997649,0.00007058253,0.0000945352,0.000008654491,0.00002604001,0.00003539358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007735199,0.0004931426,0.9494984,0.0001009385,0.00008141837,0.0004422984,0.0003752868,0.0001305417,0.005998642,0.0000152268,0.0004283785,0.04166212],"study_design_scores_gemma":[0.00003432314,0.001586829,0.9956456,0.00001182176,0.00004308191,0.001096653,0.0002568258,0.0001236626,0.0007445481,0.000007924766,0.0004447333,0.000003989789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994941,0.0001844643,0.00003830587,0.00001549966,0.000002374444,0.000007620412,0.00002169694,0.000002527843,0.0002334128],"genre_scores_gemma":[0.9996936,0.00007736644,0.00006190076,0.00001464558,0.00000302916,0.00000507676,0.00003448478,4.462466e-7,0.0001095484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002037489,"threshold_uncertainty_score":0.006816089,"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."}}