{"id":"W4386709222","doi":"10.1089/ct.2023;35.375-378","title":"Is There a Role for Examining Variant Allele Fraction in the Molecular Analysis of Thyroid Nodules?","year":2023,"lang":"en","type":"article","venue":"Clinical Thyroidology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Thyroid nodules; Thyroid cancer; Thyroid; Internal medicine; Oncology","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":[0.00155019,0.0001600872,0.000845438,0.0002854532,0.00004743017,0.000009151881,0.0001881875,0.0002333517,0.00009816553],"category_scores_gemma":[0.0005985475,0.0001080528,0.0005177135,0.00112427,0.0001205798,0.00003118695,0.0000534768,0.0002548065,0.00003817637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004504236,"about_ca_system_score_gemma":0.00007276992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001275155,"about_ca_topic_score_gemma":0.00008407904,"domain_scores_codex":[0.9979381,0.0003102176,0.0007559694,0.0004697624,0.0002049215,0.0003210357],"domain_scores_gemma":[0.9967589,0.00223405,0.0002468325,0.0005987688,0.00008748328,0.0000739926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002750776,0.004543743,0.8885143,0.0001333912,0.01190659,0.0006926304,0.003070859,0.001557251,0.011363,0.01241765,0.02446219,0.03858761],"study_design_scores_gemma":[0.004203169,0.002695833,0.9718645,0.00002707226,0.00269364,0.00001289511,0.001320485,0.004453645,0.0007236947,0.002752336,0.009104121,0.0001485802],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898964,0.002297094,0.0007578643,0.005351386,0.0001426194,0.0006126867,0.00004349838,0.00004135846,0.0008570693],"genre_scores_gemma":[0.9949296,0.001388589,0.0005126009,0.002480242,0.000161246,0.000276234,0.000144927,0.00002193445,0.00008468462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0833502,"threshold_uncertainty_score":0.4406264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1086420327913552,"score_gpt":0.417474256091397,"score_spread":0.3088322233000419,"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."}}