{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002915194,0.0001695216,0.0005478339,0.00009147975,0.00002928261,0.000003557713,0.00007285505,0.00009414964,0.001397528],"category_scores_gemma":[0.00001450677,0.0001300155,0.00004874788,0.00002543591,0.00009831486,0.000007488409,0.0001076222,0.00009604322,0.000006277055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002791944,"about_ca_system_score_gemma":0.00006876316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007828212,"about_ca_topic_score_gemma":0.00300462,"domain_scores_codex":[0.9993374,0.000005979162,0.0001368194,0.0002172681,0.0001488885,0.0001536475],"domain_scores_gemma":[0.9993933,0.000004772721,0.0001472897,0.0003457854,0.00002315015,0.00008573029],"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":[0.00005741074,0.0001345171,0.003189308,0.001576532,0.0005121596,0.00005270294,0.00005427566,2.62997e-7,0.00003049539,0.0001677472,0.9348559,0.0593687],"study_design_scores_gemma":[0.001062992,0.0001146346,0.02421566,0.003033327,0.0001705987,0.000003358356,0.000008097067,0.00001701125,0.0000160052,0.00000327664,0.971242,0.000113099],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008601358,0.02339296,0.000002480363,0.001407619,0.0003417934,0.0004739195,0.001711691,0.0000713851,0.9639968],"genre_scores_gemma":[0.0001672464,0.0291051,0.002814697,0.0003223271,0.0008897367,0.00003067396,0.000163923,0.0001243009,0.966382],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0592556,"threshold_uncertainty_score":0.9995154,"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."}}