{"id":"W1982242170","doi":"10.1016/j.ijrobp.2009.10.052","title":"Patterns of Care in Elderly Head-and-Neck Cancer Radiation Oncology Patients: A Single-Center Cohort Study","year":2010,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Radiation oncology; Head and neck cancer; Cohort; Head and neck; Single Center; Radiation therapy; Cancer; Oncology; Center (category theory); Internal medicine; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0004056834,0.0002126894,0.0008413452,0.0002746107,0.00005142478,0.00001261035,0.0002176921,0.0002621871,0.00006668954],"category_scores_gemma":[0.0002964554,0.0001862156,0.0001473257,0.0001472492,0.0001144716,0.0002146224,0.00007078233,0.0006792084,0.000003533142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001050286,"about_ca_system_score_gemma":0.0005949103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000237543,"about_ca_topic_score_gemma":0.001189295,"domain_scores_codex":[0.9979252,0.0002143066,0.001007168,0.0002810845,0.0003333204,0.0002389214],"domain_scores_gemma":[0.9972129,0.000275012,0.00103903,0.0001437878,0.001206573,0.0001227024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006951452,0.001889297,0.7893142,0.00001880317,0.0004024502,0.00001965919,0.002848294,0.00001848172,0.0009088278,0.0001620398,0.0001379533,0.2035848],"study_design_scores_gemma":[0.01595031,0.009707068,0.9546098,0.0001238734,0.0001538525,0.00004027383,0.0005586018,0.00008097483,0.0005139488,0.0001459662,0.01796228,0.0001530955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932623,0.000475016,0.00009605196,0.001709905,0.003235624,0.0006335072,0.0001099099,0.00001490801,0.0004627898],"genre_scores_gemma":[0.9967959,0.0009002973,0.0003276783,0.0006002617,0.001198354,0.00005455744,0.000082869,0.00002457726,0.00001552565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2034317,"threshold_uncertainty_score":0.7593651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01919088540141252,"score_gpt":0.3520199708643181,"score_spread":0.3328290854629056,"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."}}