{"id":"W4234144962","doi":"10.1002/0471463736.tnmp13","title":"Nasopharyngeal Carcinoma","year":2003,"lang":"en","type":"other","venue":"TNM Online","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Nasopharyngeal carcinoma; Disease; Genetic predisposition; Categorization; Medicine; Hazard; Epidemiology; Intensive care medicine; Radiation therapy; Pathology; Biology; Computer science; Internal medicine; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002863571,0.0002342843,0.0006199194,0.0001281179,0.00002204021,0.000002958076,0.00005808592,0.000197761,0.02649136],"category_scores_gemma":[0.00003280905,0.0001885734,0.0001019918,0.0001073487,0.00005613102,0.000005942683,0.00002672092,0.0002432751,0.0004474621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005007858,"about_ca_system_score_gemma":0.0001666986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001161524,"about_ca_topic_score_gemma":0.000211145,"domain_scores_codex":[0.9991324,0.00001507938,0.000152241,0.0002723031,0.0001855345,0.0002424598],"domain_scores_gemma":[0.9994549,0.00001390929,0.00006398273,0.0003157238,0.00002679076,0.0001247105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002374514,0.0001402582,0.0006013851,0.0001876986,0.0000925304,0.00015214,0.00002480804,5.714774e-9,0.00001772047,0.00002307126,0.9951502,0.003586453],"study_design_scores_gemma":[0.001063272,0.0002186623,0.002495751,0.0003629821,0.000115008,0.00003744292,0.00001613001,0.000002582402,0.00001767191,0.000004625801,0.9954993,0.0001666185],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005618855,0.0129087,0.000001674232,0.0008507497,0.0005291389,0.0002867613,0.001316679,0.0001975594,0.9833469],"genre_scores_gemma":[0.0005675189,0.0009573457,0.001029176,0.002043678,0.001678306,0.00001747068,0.0008941537,0.0003787453,0.9924336],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0260439,"threshold_uncertainty_score":0.9743986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02958621742605093,"score_gpt":0.3146243637891089,"score_spread":0.285038146363058,"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."}}