{"id":"W3029357004","doi":"10.1016/j.oraloncology.2020.104815","title":"Stage pN3a in oral cancer: A redundant entity?","year":2020,"lang":"en","type":"article","venue":"Oral Oncology","topic":"Peptidase Inhibition and Analysis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Cancer; Referral; Lung cancer; Nose; Head and neck cancer; Throat; General surgery; Family medicine; Pediatrics; Surgery; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000110135,0.00008561983,0.0003784375,0.00006712574,0.00002433644,0.000007486187,0.00005155938,0.00009264173,0.004101951],"category_scores_gemma":[0.00007242581,0.00007540816,0.0000898534,0.0003435793,0.00006622094,0.00005383398,0.00003866418,0.0002241169,0.000219718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000204192,"about_ca_system_score_gemma":0.0002708691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008152436,"about_ca_topic_score_gemma":0.002366113,"domain_scores_codex":[0.9991767,0.00007382681,0.0002230842,0.0002084117,0.0001150883,0.0002029127],"domain_scores_gemma":[0.9996059,0.00001774938,0.00005937231,0.0000917003,0.00003789262,0.0001873788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003036487,0.002651993,0.3517874,0.0005056523,0.0005031265,0.01145731,0.004375916,0.0002382507,0.3014054,0.005398522,0.1696831,0.1489568],"study_design_scores_gemma":[0.005919129,0.001464472,0.0193488,0.0001520742,0.0001405033,0.00003449344,0.0006757612,0.003245009,0.005406059,0.00009567713,0.9632759,0.0002420864],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9279733,0.00009384233,0.00009201233,0.06122037,0.000053106,0.0001451949,0.00002690022,0.00006032173,0.01033494],"genre_scores_gemma":[0.9818575,0.00006498996,0.0005805977,0.01429808,0.0001438472,0.00001960285,0.00003428729,0.000009844102,0.002991244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7935928,"threshold_uncertainty_score":0.9968084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06481162278339159,"score_gpt":0.3825779747577989,"score_spread":0.3177663519744073,"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."}}