{"id":"W2579941249","doi":"10.3322/caac.21389","title":"Head and neck cancers—major changes in the American Joint Committee on cancer eighth edition cancer staging manual","year":2017,"lang":"en","type":"article","venue":"CA A Cancer Journal for Clinicians","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":1664,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Cancer; Head and neck cancer; Cancer staging; Skin cancer; Merkel cell carcinoma; Melanoma; Head and neck; Lymph node; Oncology; Internal medicine; Carcinoma; Surgery; Cancer research","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":[0.006167972,0.0006323188,0.000762251,0.003121665,0.0008760911,0.001527857,0.001766479,0.001224608,0.02219097],"category_scores_gemma":[0.01302387,0.0004007119,0.001192763,0.003412826,0.0008186802,0.001355534,0.0013263,0.004195953,0.01556318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002902684,"about_ca_system_score_gemma":0.007888375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0233766,"about_ca_topic_score_gemma":0.03636628,"domain_scores_codex":[0.9959591,0.0008926922,0.0006837455,0.0002111924,0.001947034,0.0003062245],"domain_scores_gemma":[0.989449,0.001419588,0.00072248,0.0004906821,0.007311121,0.0006071308],"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":[0.00003106335,0.00002490857,0.00184437,0.0001797321,0.00001080805,0.00003836741,0.00007554604,0.0001410188,0.000183194,0.001572448,0.8900534,0.1058452],"study_design_scores_gemma":[0.00004061377,0.0000410293,0.009019547,0.000781067,0.0000215378,0.0003985868,0.000158297,0.0002034637,0.0001296731,0.002294531,0.9868841,0.00002735454],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0152523,0.1039323,0.05714421,0.2337523,0.0864106,0.008374016,0.09144972,0.005512388,0.3981721],"genre_scores_gemma":[0.06046974,0.1231302,0.1696343,0.08170228,0.02777543,0.01238309,0.2358724,0.003346761,0.2856857],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0233766,"threshold_uncertainty_score":0.07423615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045481232431143,"score_gpt":0.4503390749927723,"score_spread":0.345790951749658,"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."}}