{"id":"W4402946561","doi":"10.1016/j.ijrobp.2024.07.236","title":"Metrics Derived from Architecture of Tumor-Infiltrating Lymphocytes are Associated with Overall Survival in HPV-Positive Oropharyngeal Squamous Cell Carcinoma Patients: Results from NRG/RTOG 0129 and 0522","year":2024,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Oncology; Medicine; Basal cell; Internal medicine; Overall survival; Human papillomavirus; Tumor-infiltrating lymphocytes; Cancer research; Cancer; Immunotherapy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003597493,0.0001597892,0.0002096527,0.0004365855,0.0001158894,0.0003342362,0.0001877795,0.0001869909,0.0007840478],"category_scores_gemma":[0.001120377,0.00007105179,0.0002468287,0.0004482733,0.0001441317,0.0002255692,0.0002683025,0.0001818549,0.000160983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002709135,"about_ca_system_score_gemma":0.0001707726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004695378,"about_ca_topic_score_gemma":0.006480801,"domain_scores_codex":[0.9998807,0.00003589132,0.000007846366,0.0000246792,0.00002960829,0.00002136393],"domain_scores_gemma":[0.9995226,0.0001207045,0.0001504547,0.00004109001,0.00007702848,0.00008819492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006456171,0.00004287231,0.9913262,0.000009877753,0.0001150379,0.00001517257,0.00003823769,0.000388678,0.002426397,0.0000141369,0.0001470763,0.004830604],"study_design_scores_gemma":[0.000009272987,0.0002414215,0.9984646,0.000001357361,0.0000449414,0.00005527644,0.00007107022,0.0004825658,0.0004421425,0.00002317198,0.0001619917,0.000002222704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993324,0.0001116472,0.00004627107,0.00001069442,0.000001214486,0.00000218445,0.0003293702,0.000003334927,0.0001629402],"genre_scores_gemma":[0.9992809,0.00003356694,0.00004559238,0.000005386591,0.000002526296,0.000002437899,0.000498274,0.000002539209,0.0001287421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004695378,"threshold_uncertainty_score":0.009336114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01527361224902273,"score_gpt":0.2805162525279832,"score_spread":0.2652426402789605,"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."}}