{"id":"W2117009693","doi":"10.1002/hed.23172","title":"Neck metastases in oropharyngeal cancer: Necessity and extent of bilateral treatment","year":2012,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Head and neck cancer; Head and neck squamous-cell carcinoma; Neck dissection; Head and neck; Logistic regression; Basal cell; Cancer; Surgery; Radiology; 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":[0.00009221188,0.0001708033,0.0006362005,0.00008038093,0.00004706394,0.000004627612,0.00002972305,0.00004376328,0.0001438995],"category_scores_gemma":[0.00001358751,0.0001199411,0.00006618169,0.0001402954,0.00007132754,0.0001113011,0.00003973464,0.00007793037,0.000007222682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001532009,"about_ca_system_score_gemma":0.00008223405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003920734,"about_ca_topic_score_gemma":0.001053261,"domain_scores_codex":[0.9989921,0.0000370931,0.0002654067,0.0001928437,0.0001486587,0.000363904],"domain_scores_gemma":[0.9995204,0.00003409023,0.00005644781,0.0001688135,0.0000329594,0.0001873024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004490845,0.0007028137,0.9520514,0.0002365254,0.0001082816,0.00003897084,0.001870279,0.000001535141,0.003617013,0.00005446147,0.0009030693,0.03996656],"study_design_scores_gemma":[0.003209074,0.0009268402,0.9738111,0.0003056129,0.00014047,0.00002871401,0.0001528008,0.00003332173,0.008792725,0.00001074273,0.0124653,0.000123234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740505,0.02355533,9.354053e-7,0.0009362244,0.0001758716,0.000289354,0.00004168367,0.00001837132,0.0009317033],"genre_scores_gemma":[0.9944619,0.004383467,0.0002856393,0.0002767133,0.00017326,0.00006220122,0.00000935818,0.00001396572,0.0003335266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03984332,"threshold_uncertainty_score":0.5927003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0461593350665851,"score_gpt":0.3500410955937217,"score_spread":0.3038817605271366,"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."}}