{"id":"W2550504235","doi":"10.1016/j.ijrobp.2016.11.044","title":"Exploring the Impact of Human Papillomavirus Status, Comorbidity, Polypharmacy, and Treatment Intensity on Outcome of Elderly Oropharyngeal Cancer Patients Treated With Radiation Therapy With or Without Chemotherapy","year":2016,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Polypharmacy; Oncology; Chemotherapy; Radiation therapy; Comorbidity; Internal medicine; Cancer; Human papillomavirus","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":[0.0006693543,0.0001797304,0.0003782012,0.0003569888,0.0003920847,0.0005279661,0.0002324555,0.0003292422,0.001372289],"category_scores_gemma":[0.002346191,0.0001210269,0.001042646,0.0005609677,0.0002454413,0.0005060199,0.0004914597,0.0005860231,0.0001242789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005274382,"about_ca_system_score_gemma":0.0006816543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005461007,"about_ca_topic_score_gemma":0.008475199,"domain_scores_codex":[0.9995311,0.0001544656,0.00005050384,0.00006633808,0.00005347839,0.000144078],"domain_scores_gemma":[0.9989676,0.0002941905,0.0003391872,0.00005160194,0.00006916241,0.0002782631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002726597,0.0002577331,0.9933702,0.00002131203,0.0003219302,0.00003179516,0.0001210153,0.00005926752,0.0001955313,0.0000218341,0.00005344599,0.002819356],"study_design_scores_gemma":[0.0000718138,0.001475165,0.9972985,0.000009024291,0.000313697,0.00005685074,0.0003100145,0.0001870248,0.00006464736,0.00004079413,0.0001672408,0.00000518042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995887,0.0001510228,0.0000139018,0.0000251878,0.000004088412,0.00000341786,0.0000485747,3.60422e-7,0.0001649412],"genre_scores_gemma":[0.9997572,0.00005296449,0.0000149945,0.00002367172,0.00000850069,0.000003383434,0.00006854808,3.773113e-7,0.00007025762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005461007,"threshold_uncertainty_score":0.01085842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09682154565434077,"score_gpt":0.4016792086599659,"score_spread":0.3048576630056252,"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."}}