{"id":"W2022392578","doi":"10.1016/s0968-6053(03)00068-1","title":"Special tumours of the head and neck","year":2003,"lang":"en","type":"article","venue":"Current Diagnostic Pathology","topic":"Ear and Head Tumors","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Pathology; Medicine; Angiofibroma; Adenocarcinoma; Stroma; Head and neck; Immunohistochemistry; Cancer; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001132339,0.00008335526,0.0002162577,0.00003839532,0.00004024505,0.00000223961,0.00004715836,0.00004355887,0.0001240727],"category_scores_gemma":[0.002235368,0.00005628752,0.00005503462,0.00008989358,0.0002093585,0.0000128493,0.00002775723,0.0001803262,0.00002727327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001172111,"about_ca_system_score_gemma":0.00007384286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002007043,"about_ca_topic_score_gemma":0.000008749647,"domain_scores_codex":[0.999344,0.00007741745,0.000162263,0.0001482929,0.00009430137,0.0001737354],"domain_scores_gemma":[0.99936,0.0002885398,0.00005175174,0.0001902324,0.00003590483,0.00007354331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001142259,0.0001735507,0.9825373,0.00005685322,0.000002896426,0.00007126053,0.000260287,4.466272e-7,0.0001254692,0.007574896,0.005478959,0.003706613],"study_design_scores_gemma":[0.0009242991,0.0001601381,0.981492,0.0001515254,0.00006241656,0.0004270168,0.00003978956,0.000001399135,0.0007132089,0.001295506,0.01467584,0.00005679124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875513,0.001929473,0.00001598001,0.0004243267,0.00175459,0.0002183173,0.000008798458,0.000009534638,0.008087736],"genre_scores_gemma":[0.9988153,0.0002863627,0.00007317974,0.0001466098,0.0005810824,0.000008786432,0.000003217651,0.000007968673,0.00007751492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01126403,"threshold_uncertainty_score":0.2676105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03008166234132233,"score_gpt":0.3136884371472342,"score_spread":0.2836067748059118,"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."}}