{"id":"W4281986922","doi":"10.3390/cancers14112809","title":"Management of Older Adults with Locally Advanced Head and Neck Cancer","year":2022,"lang":"en","type":"review","venue":"Cancers","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Tolerability; Head and neck squamous-cell carcinoma; Clinical trial; Head and neck cancer; Population; Life expectancy; Geriatric oncology; Cancer; Intensive care medicine; Oncology; Internal medicine; Adverse effect","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":[0.00006205189,0.0003682034,0.001804589,0.0001010651,0.00007699347,0.000004514986,0.0001095772,0.00007551374,0.0004464561],"category_scores_gemma":[0.000003656084,0.0002649456,0.0001575301,0.0003820196,0.0001331228,0.00003209094,0.0001094516,0.0002943153,0.000002007594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001467705,"about_ca_system_score_gemma":0.001116819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003154525,"about_ca_topic_score_gemma":0.0001674703,"domain_scores_codex":[0.9984256,0.00002558419,0.0003841515,0.0005194704,0.0003354347,0.0003097786],"domain_scores_gemma":[0.9991963,0.00003354208,0.0002401382,0.0003419206,0.00005076817,0.000137364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002682008,0.00001524822,0.00002293703,0.06932424,0.0007595832,0.0001106425,0.0002712759,0.000007345449,2.591514e-8,0.00002116125,0.0009165698,0.9282828],"study_design_scores_gemma":[0.002243378,0.0005089538,0.0001385103,0.1034951,0.00109128,0.00002147129,0.0003999495,0.00000261857,6.835102e-7,5.905192e-7,0.89185,0.0002474189],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003558821,0.9917461,0.0000046404,0.00005033165,0.0002798325,0.001644884,0.00008172642,0.00003321323,0.005803352],"genre_scores_gemma":[0.00008498902,0.9962584,0.0002993921,0.0001543323,0.00007715764,0.001514737,0.00003633409,0.0000671028,0.001507606],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9280354,"threshold_uncertainty_score":0.9999803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02940437908739073,"score_gpt":0.3432928431191792,"score_spread":0.3138884640317885,"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."}}