{"id":"W4391721390","doi":"10.1007/978-3-031-50675-8_17","title":"Head and Neck Squamous Cell Cancer: Approach to Staging and Surveillance","year":2024,"lang":"en","type":"book-chapter","venue":"IDKD Springer series","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Head and neck cancer; Head and neck squamous-cell carcinoma; Squamous cell cancer; Head and neck; Cancer; Radiology; Basal cell; Oncology; Medical physics; Radiation therapy; Pathology; 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":[0.0004127873,0.0005058477,0.000466179,0.001088731,0.0004078516,0.0017883,0.0006422278,0.0009704414,0.01625912],"category_scores_gemma":[0.0009251406,0.0002607049,0.0003265603,0.0009930596,0.0006329634,0.001679944,0.0009723772,0.002544585,0.008715981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001184674,"about_ca_system_score_gemma":0.001109147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001911283,"about_ca_topic_score_gemma":0.004994868,"domain_scores_codex":[0.9998148,0.00003933455,0.00001310954,0.00003058675,0.000090153,0.00001212806],"domain_scores_gemma":[0.9997566,0.0001028747,0.00001604983,0.00001170928,0.00008000538,0.00003270136],"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":[0.00001993052,0.00003633852,0.0003609903,0.0007870464,0.00001014172,0.0002159952,0.0003384553,0.0005572889,0.0008643766,0.02704747,0.4629619,0.5068001],"study_design_scores_gemma":[0.000002225928,0.00001974586,0.0004805264,0.0008250058,0.000004055003,0.0008251762,0.00009050773,0.0001467515,0.00008470971,0.007019274,0.9904959,0.000005996083],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001618994,0.7149044,0.01383803,0.03410526,0.02076764,0.0001730685,0.0005362825,0.0003690166,0.2136874],"genre_scores_gemma":[0.01200242,0.6090668,0.01935921,0.02096368,0.01606204,0.000227119,0.0006702913,0.000220451,0.321428],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01625912,"threshold_uncertainty_score":0.05439222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02214806526739001,"score_gpt":0.2702190606108323,"score_spread":0.2480709953434423,"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."}}