{"id":"W4365137168","doi":"10.1002/hed.27368","title":"Incidence and predictive factors of retropharyngeal lymph node metastases in patients with oropharyngeal cancer undergoing multimodality treatment planning imaging","year":2023,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"University of Warwick","keywords":"Medicine; Soft palate; Radiology; Magnetic resonance imaging; Radiation treatment planning; Radiation therapy; Lymph node; Surgery; Pathology","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":[0.0000952018,0.0002290717,0.0006384923,0.0001716591,0.00009501815,0.000008651195,0.0000417084,0.00003483097,0.00002338572],"category_scores_gemma":[0.00008837568,0.0001632197,0.0000447338,0.0003643635,0.0001136054,0.0001572701,0.0000614508,0.00009770253,0.000001635191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003979707,"about_ca_system_score_gemma":0.0002226279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002689011,"about_ca_topic_score_gemma":0.0003010695,"domain_scores_codex":[0.9986155,0.00005524692,0.0002903772,0.0003731414,0.0003097774,0.0003559345],"domain_scores_gemma":[0.9992889,0.0002242077,0.000101449,0.0001679003,0.00009082336,0.0001266872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000867543,0.0001587638,0.9946879,0.0001991234,0.0001268241,0.00007860402,0.002287005,0.000130275,0.0002748291,0.000003425717,0.00006233485,0.001123355],"study_design_scores_gemma":[0.004565531,0.0006664134,0.9899855,0.001271763,0.0001080034,0.000001650773,0.0008757199,0.00129875,0.001069616,0.000006852477,0.00001375923,0.00013648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978901,0.0009737444,0.00001190803,0.0002306221,0.00007113028,0.0004047533,0.0002045876,0.00005418565,0.000158993],"genre_scores_gemma":[0.9992133,0.0003295229,0.0001649272,0.00008673214,0.00003159978,0.00005881676,0.00006273487,0.00002530324,0.00002702493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004702456,"threshold_uncertainty_score":0.6655908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02805265654438276,"score_gpt":0.3195744602080307,"score_spread":0.2915218036636479,"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."}}