{"id":"W2137745542","doi":"10.1177/0194599812438337","title":"Liposuction for the Management of Submental Lymphedema in the Head and Neck Cancer Patient","year":2012,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Lymphedema; Liposuction; Medicine; Head and neck; Head and neck cancer; Head (geology); Cancer; General surgery; Surgery; Internal medicine; Breast cancer","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":[0.0001372069,0.0000553033,0.0001143618,0.00002305427,0.00003774282,0.000002750952,0.00003958435,0.00002808591,0.00003058056],"category_scores_gemma":[0.000006883124,0.00002829256,0.00003305508,0.00005351526,0.00004736475,0.00003204668,0.00002086971,0.000004946011,0.000001934608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003371114,"about_ca_system_score_gemma":0.00001341751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002059968,"about_ca_topic_score_gemma":0.00003630579,"domain_scores_codex":[0.9995261,0.00003770769,0.0001382224,0.00007424322,0.00008158893,0.0001420951],"domain_scores_gemma":[0.9997045,0.0000732179,0.0000481109,0.0001301778,0.00001296786,0.00003098224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003782251,0.0003443817,0.9775862,0.0004427875,0.0001392965,0.000005524408,0.001857377,0.000001754335,0.0001469756,0.004091074,0.0008943883,0.01411208],"study_design_scores_gemma":[0.001667766,0.0002144164,0.9917701,0.00008486208,0.0001745913,0.00008241978,0.001749044,0.00005974252,0.000215423,0.00005124525,0.003894695,0.00003570967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909046,0.006108499,0.00004093336,0.0008419564,0.0002356718,0.0009356352,0.000006104929,0.000004693352,0.0009218508],"genre_scores_gemma":[0.9984893,0.0001281015,0.0001236599,0.0006647829,0.00009330582,0.00043035,0.0000056101,0.000004971572,0.00005995195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01418395,"threshold_uncertainty_score":0.1153737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02221546249657572,"score_gpt":0.2993488766012058,"score_spread":0.2771334141046301,"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."}}