{"id":"W4390920899","doi":"10.1007/174_2023_472","title":"Staging of Nasopharyngeal Carcinoma","year":2024,"lang":"en","type":"book-chapter","venue":"Medical radiology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Stage (stratigraphy); Oncology; Disease; Cancer; Nasopharyngeal carcinoma; Categorization; Internal medicine; Lymph; Distant metastasis; Cancer staging; Metastasis; Radiation therapy; Pathology; Computer science; Artificial intelligence; Biology","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":[0.0002014049,0.0004218491,0.0003446124,0.0005956474,0.0002692657,0.0004388514,0.0004942189,0.0003094696,0.01849746],"category_scores_gemma":[0.0003270261,0.0002310899,0.0002883059,0.0004617533,0.0002864567,0.0004859163,0.0003272865,0.0007788917,0.007412007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004178127,"about_ca_system_score_gemma":0.000450003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0034972,"about_ca_topic_score_gemma":0.01217288,"domain_scores_codex":[0.999949,0.00001099983,0.000003269566,0.000007423179,0.00002197447,0.00000744405],"domain_scores_gemma":[0.9999459,0.00002920166,0.000002864,0.000006134956,0.00001032376,0.000005529716],"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":[0.00006200853,0.00003112186,0.001125376,0.0004392155,0.00001269391,0.0005902979,0.0002268965,0.001732842,0.004620272,0.02719958,0.2838378,0.6801219],"study_design_scores_gemma":[0.000004323512,0.00004745943,0.002947585,0.0002214328,0.00001718986,0.002409928,0.00005953171,0.0006166524,0.001156531,0.00740261,0.9851058,0.00001095286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005144926,0.1273287,0.02094058,0.003019073,0.005270529,0.0001240694,0.0009262857,0.0006241265,0.8366218],"genre_scores_gemma":[0.02288255,0.06835108,0.01275645,0.001672585,0.001858607,0.00007459357,0.0008791739,0.000182383,0.8913425],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01849746,"threshold_uncertainty_score":0.06188017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02587640009444095,"score_gpt":0.3006418334329408,"score_spread":0.2747654333384999,"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."}}