{"id":"W2020312455","doi":"10.1177/0194599814547503","title":"Is Age Associated with Risk of Malignancy in Thyroid Cancer?","year":2014,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University","funders":"","keywords":"Medicine; Malignancy; Thyroid cancer; Thyroid carcinoma; Thyroidectomy; Thyroid; Cancer; Internal medicine; Oncology; Retrospective cohort study","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001422103,0.0001338137,0.000470366,0.00009793876,0.00002253037,0.000002701088,0.00006446423,0.0001120889,0.0001796091],"category_scores_gemma":[0.00006826248,0.00009898804,0.0000647453,0.0002037382,0.00008279132,0.00002627584,0.00002071254,0.0001467502,0.00001156344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001104728,"about_ca_system_score_gemma":0.00007208053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001946992,"about_ca_topic_score_gemma":0.002899426,"domain_scores_codex":[0.9990631,0.0001021089,0.0002166859,0.0002489698,0.0001248975,0.0002441827],"domain_scores_gemma":[0.9993445,0.0001092492,0.0001660133,0.0002626324,0.00005001416,0.00006762935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001418732,0.0003593204,0.9954422,0.00002849691,0.0002046592,0.0001103473,0.0002894423,0.000008745253,0.0008663541,0.0003499078,0.0009466994,0.001251938],"study_design_scores_gemma":[0.004152092,0.001259457,0.9874796,0.0002158501,0.0001960907,0.0000128363,0.00001535151,0.00005608499,0.005189979,0.0001739066,0.001153631,0.00009513579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935578,0.001554893,0.00002211856,0.0007601174,0.0000583562,0.0002921975,0.00003872563,0.00002417197,0.003691594],"genre_scores_gemma":[0.9978477,0.0007657468,0.0001362988,0.0007380496,0.00003507486,0.0001419729,0.00002164429,0.00002068617,0.0002927636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007962631,"threshold_uncertainty_score":0.4036615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01162942437499457,"score_gpt":0.2606039725036474,"score_spread":0.2489745481286529,"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."}}