{"id":"W2176283489","doi":"10.1002/9780471420194.tnmm39","title":"General Principles of Head and Neck Cancer Management","year":2017,"lang":"en","type":"other","venue":"TNM Online","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Areca; Medicine; Paranasal sinuses; Larynx; Head and neck; Cancer; Head and neck cancer; Etiology; Dermatology; Oncology; 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":[0.003590993,0.0008000783,0.0005089505,0.002534195,0.001389715,0.00249972,0.002119319,0.002681778,0.03942389],"category_scores_gemma":[0.005973956,0.0002704786,0.0006062421,0.001885809,0.001214544,0.002722644,0.002290484,0.003281002,0.0253983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003355459,"about_ca_system_score_gemma":0.009086497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00629765,"about_ca_topic_score_gemma":0.01065242,"domain_scores_codex":[0.99822,0.0003883024,0.0002455753,0.0001648894,0.0008098673,0.0001713148],"domain_scores_gemma":[0.9983346,0.0002994656,0.0001302947,0.00008600453,0.000848187,0.000301462],"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":[0.0000216156,0.00009601095,0.00148424,0.001616964,0.000009380658,0.0004491058,0.0005725309,0.0005148716,0.000372526,0.02493255,0.5852573,0.3846729],"study_design_scores_gemma":[0.000004015218,0.00002305813,0.001265086,0.001572854,0.000003022838,0.0006841563,0.0001949375,0.00004151979,0.00006164017,0.005255405,0.9908864,0.000007895706],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002706018,0.1674521,0.02079073,0.1556339,0.01567348,0.00265598,0.006916371,0.001187839,0.6269836],"genre_scores_gemma":[0.02940489,0.370342,0.06856301,0.08470105,0.01470686,0.005440572,0.01470832,0.0004237861,0.4117095],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03942389,"threshold_uncertainty_score":0.131886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05850941852070306,"score_gpt":0.3729492156294342,"score_spread":0.3144397971087311,"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."}}