{"id":"W4389453186","doi":"10.1002/hed.27591","title":"<scp>HPV</scp>‐negative head and neck cancers with adverse pathological features carry specific molecular changes that are associated with survival","year":2023,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Toronto","funders":"National Cancer Institute; Canadian Institutes of Health Research; National Institutes of Health","keywords":"Lymphovascular invasion; Head and neck squamous-cell carcinoma; Pathological; Perineural invasion; Internal medicine; Oncology; Medicine; Head and neck cancer; Cancer research; Cancer; Biology; Pathology; Metastasis","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002167147,0.0004512486,0.0009577978,0.0001544139,0.0002651526,0.00003097974,0.0001012808,0.0002055081,0.00002556342],"category_scores_gemma":[0.0002180131,0.000305068,0.00008320754,0.0007717598,0.0003809842,0.00007937162,0.00009291391,0.0005106832,0.00002265956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002780033,"about_ca_system_score_gemma":0.0001706183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003300778,"about_ca_topic_score_gemma":0.007149823,"domain_scores_codex":[0.9974874,0.0001312794,0.0001861896,0.0007322467,0.0006614584,0.0008014812],"domain_scores_gemma":[0.998689,0.000303197,0.0001536219,0.0003411632,0.000190072,0.0003229379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00153821,0.000318263,0.9170654,0.000467063,0.001170822,0.0121471,0.01248793,0.00008438857,0.002554287,0.0001581479,0.04855523,0.003453122],"study_design_scores_gemma":[0.004231652,0.002181747,0.9744308,0.001124649,0.0001450776,0.00008858236,0.007525468,0.00001766789,0.001581277,0.00002814303,0.00842627,0.0002186793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872618,0.002859333,0.000004256766,0.002437323,0.0002042755,0.0006907556,0.0001218386,0.0003341534,0.006086238],"genre_scores_gemma":[0.9942253,0.00171296,0.0001931864,0.001059833,0.000192995,0.0001446377,0.00008089216,0.00007563904,0.002314589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05736535,"threshold_uncertainty_score":0.9999402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04210237715547546,"score_gpt":0.286230638643242,"score_spread":0.2441282614877665,"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."}}