{"id":"W2077815165","doi":"10.1177/0194599812444852","title":"Selective Neck Dissection in Node‐Positive Squamous Cell Carcinoma of the Head and Neck","year":2012,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Cancer Institute","keywords":"Medicine; Neck dissection; Lymph node; Head and neck cancer; Head and neck squamous-cell carcinoma; Surgery; Primary tumor; Dissection (medical); Cervical lymph nodes; Carcinoma; Cancer; Internal medicine; Radiation therapy; Metastasis","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":[0.00008785463,0.0001059848,0.0003093194,0.00006331324,0.00006239208,0.000001546916,0.0000379508,0.00009894095,0.00001457882],"category_scores_gemma":[0.00005585135,0.00007471037,0.00004461961,0.0001982266,0.0001111089,0.00005528454,0.00005690092,0.0002121657,0.000004254838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007157934,"about_ca_system_score_gemma":0.00004769703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006688231,"about_ca_topic_score_gemma":0.0004407206,"domain_scores_codex":[0.9992612,0.00008231296,0.0001596868,0.0001531513,0.00007480664,0.0002688355],"domain_scores_gemma":[0.9996186,0.00007919841,0.00005610968,0.0001363883,0.00004843128,0.00006128974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002057356,0.0001962365,0.985566,0.00007936887,0.0000104073,0.000006160543,0.003145213,4.323149e-7,0.01024986,0.0001001619,0.0002485222,0.0001919587],"study_design_scores_gemma":[0.001451307,0.0005244338,0.9708104,0.00003869765,0.00003401143,0.0001006846,0.0001888644,0.00002610503,0.02648464,0.00001884455,0.0002560997,0.00006595685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854216,0.001825548,0.000005117448,0.0005159443,0.0002005751,0.0003354844,0.000005002888,0.00000940858,0.01168133],"genre_scores_gemma":[0.9992226,0.00002445051,0.00005913684,0.0003516345,0.00009168047,0.00002998994,0.00000251366,0.000011664,0.0002063658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01623478,"threshold_uncertainty_score":0.30466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01172081956506592,"score_gpt":0.2633781460340289,"score_spread":0.251657326468963,"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."}}