{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006148132,0.0003053801,0.000636914,0.0009705751,0.001136851,0.0009472417,0.0005590778,0.0006885467,0.001694675],"category_scores_gemma":[0.001950554,0.000482547,0.0008579845,0.001777347,0.0004097399,0.001206955,0.0007186589,0.0007082333,0.000287521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000799095,"about_ca_system_score_gemma":0.0008296742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02703068,"about_ca_topic_score_gemma":0.03706597,"domain_scores_codex":[0.9993445,0.0001363287,0.00009565758,0.0001727121,0.00008222296,0.0001685947],"domain_scores_gemma":[0.9986781,0.0001795922,0.0004691028,0.0001244727,0.0001835773,0.0003651309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006594804,0.00005139102,0.9992392,0.000002661089,0.00003790716,0.00005733831,0.0001571674,0.00001168219,0.00008782484,0.000006781133,0.00004649872,0.0002356761],"study_design_scores_gemma":[0.000006842692,0.000114738,0.9984781,0.000003279742,0.00003011755,0.0001974053,0.000965203,0.0000834094,0.00003064951,0.00001106645,0.00007391863,0.000005308328],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996095,0.00005240804,0.0000214695,0.00002528927,0.000003099953,0.000005906501,0.0001698001,0.000001071779,0.0001113771],"genre_scores_gemma":[0.9995661,0.00005200348,0.00002814816,0.00002882304,0.000004584272,0.000005849293,0.0002035448,0.000001368478,0.0001096123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02703068,"threshold_uncertainty_score":0.0537467,"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."}}