{"id":"W4238500546","doi":"10.1002/9780471420194.tnmm43","title":"Oropharynx","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":"Medicine; Internal medicine; Etiology; Human papillomavirus; Oncology; Basal cell; Clinical trial; Disease; Dermatology; Pathology","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":[0.00002292627,0.0001704468,0.0005280348,0.00007886758,0.00003848262,0.000004877331,0.00009540141,0.0001555035,0.01730033],"category_scores_gemma":[0.00006394633,0.000127845,0.00007768178,0.00002358802,0.00007041413,0.000007203099,0.00005091894,0.0001853329,0.0005927002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002543693,"about_ca_system_score_gemma":0.0001116956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001660629,"about_ca_topic_score_gemma":0.0004923855,"domain_scores_codex":[0.9993994,0.000005581154,0.00008430135,0.0002017657,0.0001420629,0.0001669247],"domain_scores_gemma":[0.9992928,0.000009031709,0.00009290128,0.0004963333,0.00002199277,0.00008696708],"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":[0.00001729716,0.00007577049,0.00007055506,0.0001498222,0.0001066091,0.0001149615,0.00001312242,1.982316e-9,0.00002177397,0.000006426644,0.970902,0.02852165],"study_design_scores_gemma":[0.0006738334,0.0001187253,0.0006422133,0.001288576,0.00009195465,0.00002005559,0.000003914161,0.000002230563,0.000006348686,0.000004165538,0.9970244,0.0001235463],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003691754,0.007753357,0.000001781901,0.0012457,0.000469786,0.0001820267,0.001381141,0.0001990461,0.9887303],"genre_scores_gemma":[0.00006527366,0.003724477,0.0006818107,0.000711067,0.002743648,0.00001006296,0.0006472782,0.0002633564,0.991153],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02839811,"threshold_uncertainty_score":0.983598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04210200663696351,"score_gpt":0.3690262623476426,"score_spread":0.3269242557106791,"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."}}