{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005032927,0.000163855,0.0002169826,0.0008212841,0.0003332448,0.0005956233,0.0001971166,0.0001859144,0.002576417],"category_scores_gemma":[0.0009503238,0.00007987246,0.0003455418,0.001218642,0.0002609688,0.0002277059,0.0003213039,0.0002891493,0.0002939765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003692577,"about_ca_system_score_gemma":0.0004365505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003992597,"about_ca_topic_score_gemma":0.00785295,"domain_scores_codex":[0.9997112,0.00003598386,0.00003599698,0.00006089016,0.00008978289,0.00006618875],"domain_scores_gemma":[0.998938,0.0001601036,0.0005439647,0.0001005554,0.0001384506,0.0001188762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001654984,0.0000143502,0.993174,0.0000423628,0.00009196207,0.00006020378,0.00002874336,0.0000446237,0.002852468,0.00002931267,0.0002769807,0.003219578],"study_design_scores_gemma":[0.000002619332,0.00003342949,0.9981261,0.000004489141,0.00004105667,0.0002810663,0.00004166331,0.00005127456,0.000892742,0.00003463027,0.0004895456,0.000001443699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968797,0.0003569152,0.0001533543,0.00004716197,0.000006086016,0.000009618302,0.001803308,0.00001170167,0.0007321002],"genre_scores_gemma":[0.9975528,0.0001334845,0.0001758088,0.00002787804,0.00001049143,0.000008116641,0.001883129,0.000004367527,0.0002039542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003992597,"threshold_uncertainty_score":0.008618951,"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."}}