{"id":"W2622902145","doi":"10.1002/hed.24787","title":"Overview of surgery for laryngeal and hypopharyngeal cancer in Ontario, 2003‐2010","year":2017,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Princess Margaret Cancer Centre; University of Toronto","funders":"Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Incidence (geometry); Hypopharyngeal cancer; Cancer registry; Demography; Laryngectomy; Cancer; Population; Surgery; Larynx; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002066402,0.0001315827,0.000699465,0.00006311227,0.0001196057,0.00001198981,0.00006180508,0.00007400959,0.000164864],"category_scores_gemma":[0.0001468515,0.0001128935,0.00007462901,0.00005216065,0.0000985001,0.0001009948,0.0000539946,0.0001505978,0.000002703969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000979176,"about_ca_system_score_gemma":0.0005175014,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.103371,"about_ca_topic_score_gemma":0.448478,"domain_scores_codex":[0.9990718,0.00001186373,0.0002771104,0.0002267895,0.0001314456,0.0002810046],"domain_scores_gemma":[0.9992865,0.00007775194,0.0001110474,0.0003098045,0.0001126807,0.0001022021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003850903,0.0001090773,0.9522256,0.0006661327,0.00005264168,0.00002892223,0.0003957796,1.302859e-7,0.000399709,0.00006760441,0.02134044,0.02432888],"study_design_scores_gemma":[0.001636248,0.0001621128,0.9401976,0.0008715176,0.00005057839,0.000008379435,0.00001657637,0.00002489466,0.0003774219,0.0000502923,0.05650337,0.0001009361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980886,0.0138121,0.000001091033,0.002208424,0.0005691939,0.0004015687,0.00004207216,0.00001102146,0.002068486],"genre_scores_gemma":[0.9899833,0.005221196,0.0002418363,0.0006180553,0.0001810044,0.0001300221,0.000009167238,0.00002158615,0.003593795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3451071,"threshold_uncertainty_score":0.9025998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1508643715002752,"score_gpt":0.3770818776068287,"score_spread":0.2262175061065535,"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."}}