{"id":"W2902163126","doi":"10.21037/gs.2018.11.04","title":"Validation of molecular biomarkers for preoperative diagnostics of human papillary thyroid carcinoma in fine needle aspirates","year":2019,"lang":"en","type":"article","venue":"Gland Surgery","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Medicine; Thyroid nodules; Thyroid carcinoma; Biomarker; Biopsy; Thyroid; Molecular diagnostics; Pathology; Thyroidectomy; Radiology; Internal medicine; Bioinformatics; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002339445,0.0003838807,0.0002679052,0.0009380248,0.0002324079,0.0006927097,0.000329896,0.0005316827,0.001022869],"category_scores_gemma":[0.0027184,0.0001999951,0.000223466,0.0003695646,0.0004030349,0.0002778937,0.0003709695,0.0003294315,0.0004506742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002470279,"about_ca_system_score_gemma":0.0004384176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000388988,"about_ca_topic_score_gemma":0.0005151839,"domain_scores_codex":[0.9986758,0.0003685309,0.0001150895,0.0002429242,0.0005187461,0.00007897778],"domain_scores_gemma":[0.9979898,0.0007984339,0.0004439515,0.0002367443,0.0004135668,0.0001175004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006571751,0.0002036708,0.3779468,0.0002409475,0.00009101846,0.0001723352,0.0001786892,0.0008977496,0.5973893,0.0001925793,0.000255998,0.0217738],"study_design_scores_gemma":[0.00005660885,0.002247886,0.5336489,0.00008947783,0.0002125087,0.00215228,0.0002421066,0.00733792,0.4496221,0.0004713206,0.003888121,0.00003070909],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816367,0.002287255,0.01401386,0.0001240499,0.00003233255,0.000158825,0.0006710367,0.0001355965,0.0009403583],"genre_scores_gemma":[0.9870343,0.0004199127,0.01097869,0.0000938705,0.00001956327,0.0001148107,0.0009710164,0.000009068073,0.0003589002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002339445,"threshold_uncertainty_score":0.01237226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01716732123234846,"score_gpt":0.2609058088928112,"score_spread":0.2437384876604628,"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."}}