{"id":"W3177565008","doi":"10.1245/s10434-021-10318-1","title":"Stage Migration and Survival Trends in Laryngeal Cancer","year":2021,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"National Center for Advancing Translational Sciences","keywords":"Medicine; Cancer; Confidence interval; Stage (stratigraphy); Internal medicine; Surgical oncology; Odds ratio; Relative survival; Head and neck cancer; Oncology; Cancer registry","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":[0.0001979706,0.00006506581,0.000477126,0.00005594609,0.00001647147,0.000001848333,0.00001673347,0.00009024169,0.0004795439],"category_scores_gemma":[0.00001513268,0.00005370459,0.00005029355,0.0002130023,0.00008089446,0.00002996617,0.00003191226,0.000113293,0.000001317835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002083283,"about_ca_system_score_gemma":0.0001376879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005879392,"about_ca_topic_score_gemma":0.007520426,"domain_scores_codex":[0.999289,0.00008089522,0.0002114559,0.0001546864,0.0001023335,0.0001616746],"domain_scores_gemma":[0.9995853,0.000132779,0.00004039715,0.00006303512,0.000104148,0.00007430947],"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":[0.001462342,0.0009258686,0.3446955,0.0001662724,0.0001723441,0.003145467,0.001309473,0.000007823065,0.002978476,0.002305939,0.01357223,0.6292583],"study_design_scores_gemma":[0.001741603,0.0006329716,0.2157578,0.00004533903,0.00001535781,0.00002518073,0.0001877818,0.00003283234,0.002581302,0.00002958054,0.7788927,0.0000576017],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8906671,0.005276323,4.720779e-7,0.06780692,0.0001175644,0.00003194576,0.00001635591,0.000007268216,0.03607601],"genre_scores_gemma":[0.9563326,0.03936487,0.00003793111,0.0006945088,0.0001127442,0.00001244976,0.00001749659,0.000005204299,0.003422227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7653205,"threshold_uncertainty_score":0.525067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1187416314144455,"score_gpt":0.437360285727254,"score_spread":0.3186186543128086,"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."}}