{"id":"W4205235112","doi":"10.1002/hed.26980","title":"Primary temporal bone squamous cell carcinoma: Comparing the prognostic value of the American Joint Committee on Cancer <scp>TNM</scp> classification (8th edition) with the revised Pittsburgh staging system","year":2022,"lang":"en","type":"article","venue":"Head & Neck","topic":"Ear and Head Tumors","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Università degli Studi di Padova","keywords":"Medicine; AJCC staging system; Internal medicine; Oncology; Cancer staging; Cancer; Staging system; Distributed File System; Basal cell; Squamous cell cancer; Computer science","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":[0.0006180545,0.0002240494,0.0005314342,0.0000762809,0.0007483879,0.00002958018,0.0002681274,0.00001980212,0.00001138929],"category_scores_gemma":[0.00004795027,0.0001151696,0.0001386334,0.0005694232,0.0002983571,0.00004234574,0.0001276136,0.0007691637,0.000004867708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004552753,"about_ca_system_score_gemma":0.0003854065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001305189,"about_ca_topic_score_gemma":0.00006192692,"domain_scores_codex":[0.9976379,0.0004308791,0.000433437,0.0003243592,0.0008180081,0.0003553833],"domain_scores_gemma":[0.9980434,0.0003823912,0.0005730864,0.0007885939,0.0001235319,0.00008904835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001746334,0.0003500259,0.9714625,0.0009130165,0.00003460305,0.00004060687,0.002233168,0.0008439927,0.00200932,0.0008427862,0.02093066,0.0001646836],"study_design_scores_gemma":[0.001238928,0.0006024838,0.9843141,0.0003488313,0.0002369873,0.00007854527,0.007064241,0.002224825,0.0004518498,0.00001055941,0.003351306,0.00007737112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988775,0.0005531692,0.00005689916,0.005379185,0.0002249213,0.001636933,0.00002051182,0.00007572786,0.003277657],"genre_scores_gemma":[0.9973041,0.000006431949,0.0000412725,0.001522343,0.0003202372,0.0003786766,0.00003208443,0.00004839027,0.0003464272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01757936,"threshold_uncertainty_score":0.575607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02873045295631107,"score_gpt":0.2526765662963684,"score_spread":0.2239461133400573,"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."}}