{"id":"W2618230854","doi":"10.1007/s11864-017-0484-y","title":"Overview of the 8th Edition TNM Classification for Head and Neck Cancer","year":2017,"lang":"en","type":"review","venue":"Current Treatment Options in Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":687,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Head and neck cancer; Stage (stratigraphy); Cancer; Oncology; Head and neck; Merkel cell carcinoma; Internal medicine; Sarcoma; Skin cancer; Cancer staging; Carcinoma; Pathology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001195809,0.0002392032,0.001538637,0.0001234723,0.0001636132,0.000006486905,0.00009201063,0.0001950865,0.0000180448],"category_scores_gemma":[0.00006908904,0.0001394698,0.0003110633,0.0001132328,0.0001755804,0.00003354247,0.00004387729,0.0001583557,0.000003127385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001323076,"about_ca_system_score_gemma":0.0009819785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004563215,"about_ca_topic_score_gemma":0.0004610663,"domain_scores_codex":[0.9988499,0.0001014286,0.0004732052,0.0003140088,0.00008486553,0.0001766521],"domain_scores_gemma":[0.9988508,0.0001822726,0.0004361898,0.0004019557,0.0000826042,0.00004614811],"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":[0.00001844019,0.0006053647,0.0003481562,0.006709705,0.0001469929,5.601928e-7,0.00007501914,1.248275e-7,2.470198e-7,0.0007968831,0.001445598,0.9898529],"study_design_scores_gemma":[0.001574789,0.0007660105,0.004249814,0.0181635,0.001656894,0.00001201181,0.0000138238,0.00001082755,3.993498e-7,0.00005335763,0.9734036,0.0000949781],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001573565,0.9935949,0.000005964462,0.0008442719,0.002004614,0.002561228,0.0003290244,0.00001027972,0.0004923862],"genre_scores_gemma":[0.00008612828,0.9944463,0.000120795,0.00001334199,0.0004435412,0.004381665,0.0001996857,0.00001727886,0.0002912174],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.989758,"threshold_uncertainty_score":0.5687416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5632878262471015,"score_gpt":0.5804980947292319,"score_spread":0.01721026848213036,"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."}}