{"id":"W3211050308","doi":"10.1016/j.radonc.2021.10.018","title":"Prognostic importance of radiologic extranodal extension in nasopharyngeal carcinoma treated in a Canadian cohort","year":2021,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"Canadian Cancer Society; Princess Margaret Cancer Foundation","keywords":"Nasopharyngeal carcinoma; Medicine; Cohort; Radiology; Oncology; Internal medicine; Extension (predicate logic); General surgery; Radiation therapy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002335196,0.0001152287,0.0006918223,0.0001601424,0.00002752421,0.000001888879,0.00002991402,0.0001582494,0.0001077269],"category_scores_gemma":[0.0000716475,0.00009860463,0.00003738949,0.0002776259,0.0001140692,0.00002355286,0.000006157205,0.0001625531,4.004078e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006415995,"about_ca_system_score_gemma":0.0008015,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03440508,"about_ca_topic_score_gemma":0.4646913,"domain_scores_codex":[0.9989316,0.0001095413,0.0002904133,0.0002813436,0.00006075634,0.0003262984],"domain_scores_gemma":[0.9995223,0.0001204722,0.00004286478,0.0001224656,0.00004620755,0.0001457038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003545577,0.000133241,0.9795516,0.00004793713,0.00003398706,0.003124231,0.0006130604,0.000001946851,0.007948895,0.00006960126,0.0001313276,0.007989686],"study_design_scores_gemma":[0.00353782,0.001152167,0.9907827,0.00007151628,0.00002218732,0.0004865725,0.00009722739,0.0002893689,0.0004050684,0.00002486283,0.003045303,0.00008520456],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638531,0.03265944,0.000001633933,0.001642525,0.00007882139,0.0003587998,0.000005975762,0.00000835228,0.001391306],"genre_scores_gemma":[0.9937502,0.004724313,0.0002811986,0.001038724,0.00005288787,0.0000402023,0.00001485547,0.00001030214,0.00008731613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4302862,"threshold_uncertainty_score":0.9720249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02205137637661995,"score_gpt":0.3066627594069604,"score_spread":0.2846113830303404,"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."}}