{"id":"W2980811677","doi":"10.1016/j.oraloncology.2019.104447","title":"Impact of contralateral lymph nodal involvement and extranodal extension on survival of surgically managed HPV-positive oropharyngeal cancer staged with the AJCC eighth edition","year":2019,"lang":"en","type":"article","venue":"Oral Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Lymphovascular invasion; Oncology; Internal medicine; T-stage; Stage (stratigraphy); Lymph node; Univariate analysis; Proportional hazards model; Cancer; AJCC staging system; Propensity score matching; Population; Urology; Multivariate analysis; 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":[0.0002920755,0.0001771748,0.000812659,0.00006279607,0.00005814357,0.000004060522,0.00005394107,0.00009366933,0.0003267112],"category_scores_gemma":[0.000009505268,0.00009265538,0.00009459573,0.0001074897,0.0002488704,0.00005974656,0.00003644926,0.0001691771,0.000002874039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002561811,"about_ca_system_score_gemma":0.0002786757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001282843,"about_ca_topic_score_gemma":0.0004850191,"domain_scores_codex":[0.9987706,0.0001854574,0.0002600752,0.0002537059,0.000268431,0.0002617528],"domain_scores_gemma":[0.999175,0.0002129346,0.0001674335,0.0001582659,0.0001991971,0.0000871517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04744394,0.001539132,0.7368425,0.0003558805,0.001616122,0.000383858,0.002965515,0.00007617663,0.1835731,0.0008461063,0.001935004,0.02242263],"study_design_scores_gemma":[0.008481256,0.01195149,0.9768082,0.0001508678,0.0001708072,0.00001847796,0.0002463907,0.00009414531,0.001783468,0.00001243329,0.0001749082,0.0001074913],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954391,0.0002193075,0.00001335348,0.001662187,0.0002622219,0.0005785376,0.00007744677,0.00001042554,0.001737424],"genre_scores_gemma":[0.9988567,0.0002993774,0.00005587438,0.0003281954,0.0001239908,0.00002266091,0.00002942589,0.00001536485,0.0002684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2399658,"threshold_uncertainty_score":0.3778377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02123973846603783,"score_gpt":0.3223849382622142,"score_spread":0.3011451997961764,"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."}}