{"id":"W4403299677","doi":"10.1001/jamaoncol.2024.4354","title":"Ninth Version of the AJCC and UICC Nasopharyngeal Cancer TNM Staging Classification","year":2024,"lang":"en","type":"article","venue":"JAMA Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"National Cancer Institute","keywords":"Medicine; Nasopharyngeal carcinoma; Cancer; Stage (stratigraphy); AJCC staging system; Cancer staging; Internal medicine; Oncology; Radiation therapy; Staging system","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":[0.0001428613,0.00005873742,0.0001951539,0.00004272819,0.00005717294,0.000005791577,0.00003842986,0.00007423557,0.00009567491],"category_scores_gemma":[0.00004610961,0.0000369016,0.00003654843,0.0001290848,0.0001206014,0.00004107545,0.00005467201,0.0001744599,0.000007477068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001902412,"about_ca_system_score_gemma":0.0002662059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001552178,"about_ca_topic_score_gemma":0.00008130053,"domain_scores_codex":[0.9994793,0.00003990956,0.0001261062,0.0001479006,0.00009881635,0.000107987],"domain_scores_gemma":[0.9996624,0.0001177476,0.00003501763,0.0001010656,0.00004841066,0.00003535781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004913898,0.0001172783,0.09693442,0.0008044656,0.0002320617,0.00005241271,0.005407112,0.000002494685,0.07378116,0.002921412,0.1428849,0.6763709],"study_design_scores_gemma":[0.001181432,0.0004778729,0.426017,0.0004077136,0.0001506194,0.00002266026,0.0007961195,0.001244355,0.003791776,0.0000984607,0.5657485,0.00006353142],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.927037,0.006849263,0.00001002028,0.04734219,0.0009298348,0.0001729253,0.00001492849,0.00003174955,0.01761207],"genre_scores_gemma":[0.9959679,0.001633244,0.00006641349,0.0009809143,0.0002515007,0.0000225573,0.00000260698,0.000007605215,0.001067217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6763074,"threshold_uncertainty_score":0.1504804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03465590052636265,"score_gpt":0.3610580777752746,"score_spread":0.326402177248912,"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."}}