{"id":"W2997144814","doi":"10.1002/9780471420194.tnmc02.pub3","title":"Head and Neck Tumors","year":2017,"lang":"en","type":"other","venue":"TNM Online","topic":"Salivary Gland Tumors Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Larynx; Paranasal sinuses; Nasal cavity; Medicine; Cervical lymph nodes; Pharynx; Head and neck; Maxillary sinus; Thyroid; Sinus (botany); Pathology; Pathological; Ethmoid sinus; Tongue; Stage (stratigraphy); Anatomy; Cancer; Metastasis; Biology; Surgery; Internal medicine","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":[0.00002217695,0.0002371444,0.0005024701,0.0001057423,0.00003915904,0.00001545404,0.00006340213,0.0001341632,0.004748553],"category_scores_gemma":[0.0000372154,0.0001684787,0.00007257558,0.00002238715,0.00006399171,0.0000110048,0.00004269411,0.0001373322,0.0001573164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002029886,"about_ca_system_score_gemma":0.00005734489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005279418,"about_ca_topic_score_gemma":0.0004813994,"domain_scores_codex":[0.9992909,0.000008716857,0.0001093882,0.0002822111,0.000134322,0.0001744394],"domain_scores_gemma":[0.9991892,0.00001976052,0.0001259797,0.0004946765,0.00001347034,0.0001569373],"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":[0.00002840277,0.0005392633,0.06618501,0.0001400555,0.0001703968,0.000829094,0.00001198056,7.664056e-9,5.883244e-7,0.00005286435,0.9258626,0.006179725],"study_design_scores_gemma":[0.001753644,0.0002855485,0.1566646,0.001899241,0.0001792551,0.0001585068,0.000003268705,0.000003844328,0.000006410452,0.00002220662,0.8388756,0.0001479144],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0343429,0.01061565,8.790546e-7,0.001569554,0.000308493,0.0006644978,0.002854885,0.0002762256,0.9493669],"genre_scores_gemma":[0.01213967,0.002291892,0.001145858,0.0005034429,0.001282273,0.0000298484,0.002660483,0.0003096006,0.9796369],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09047958,"threshold_uncertainty_score":0.9961612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03035948025808749,"score_gpt":0.3380656179488139,"score_spread":0.3077061376907264,"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."}}