{"id":"W3210655451","doi":"10.1002/hed.26915","title":"Risk stratification after recurrence of human papillomavirus (<scp>HPV)</scp>‐related and <scp>non‐HPV</scp>‐related oropharyngeal cancer: Secondary analysis of <scp>NRG</scp> Oncology <scp>RTOG</scp> 0129 and 0522","year":2021,"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":"McGill University Health Centre; Centre Hospitalier de l’Université de Montréal","funders":"National Cancer Institute","keywords":"Medicine; Internal medicine; Oncology; Human papillomavirus; Risk stratification; Cancer; Retrospective cohort study","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00111962,0.001043027,0.003573518,0.0009608389,0.0005553551,0.00008948399,0.0003772536,0.001028801,0.0002497066],"category_scores_gemma":[0.00188533,0.001014837,0.0005942654,0.003204967,0.001090768,0.0004797904,0.0003841857,0.001747393,0.00004005255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003984761,"about_ca_system_score_gemma":0.001255102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001967963,"about_ca_topic_score_gemma":0.004069292,"domain_scores_codex":[0.9924266,0.0007216925,0.00251142,0.001931091,0.001005714,0.001403466],"domain_scores_gemma":[0.9926807,0.002499425,0.001542557,0.001300657,0.001138324,0.0008383967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001438902,0.002827062,0.68621,0.003278733,0.01369988,0.001154928,0.04867167,0.000129828,0.1293779,0.0005149951,0.04056579,0.07342532],"study_design_scores_gemma":[0.006689946,0.002504572,0.9174933,0.0007648013,0.006496119,0.0001327394,0.006631711,0.001015208,0.03400425,0.0004885741,0.02361485,0.0001638618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.929161,0.05032532,0.00002048147,0.0002187967,0.0005887446,0.001077223,0.0009059461,0.000150355,0.01755216],"genre_scores_gemma":[0.9676503,0.02539451,0.000378239,0.0004406016,0.0002242237,0.0002779591,0.0006229388,0.0001348291,0.004876396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2312833,"threshold_uncertainty_score":0.9992302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01866512793899354,"score_gpt":0.3134757658137233,"score_spread":0.2948106378747297,"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."}}