{"id":"W4318474048","doi":"10.1111/cen.14882","title":"Clinical value of molecular markers as diagnostic and prognostic tools to guide treatment of thyroid cancer","year":2023,"lang":"en","type":"review","venue":"Clinical Endocrinology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Thyroid nodules; Thyroid; Thyroid cancer; Medicine; Malignancy; Nodule (geology); Thyroid carcinoma; Pathology; Radiology; Oncology; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004188425,0.0006826454,0.006292113,0.0002763043,0.00003153118,0.0000103339,0.0002745378,0.0005855341,0.0001003157],"category_scores_gemma":[0.008479287,0.0004913156,0.001742171,0.0003981063,0.0006409494,0.00002332061,0.0002814735,0.000428744,0.0001578808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002698574,"about_ca_system_score_gemma":0.001443703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004696274,"about_ca_topic_score_gemma":0.0000425305,"domain_scores_codex":[0.9931784,0.0007303992,0.003828519,0.001263236,0.0003151024,0.000684379],"domain_scores_gemma":[0.9814759,0.0157059,0.0009978591,0.001058593,0.0001859499,0.0005757387],"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":[0.00019883,0.001800633,0.01957305,0.004906043,0.003939416,0.001367058,0.00001663268,0.000002918419,7.292177e-7,0.0007395635,0.00169834,0.9657568],"study_design_scores_gemma":[0.004709399,0.01924798,0.02375651,0.01470849,0.01415695,0.0002104896,0.00002322392,0.000001926978,0.00002377307,0.0001145485,0.9226017,0.0004449843],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01555736,0.9776827,0.000007256147,0.0007614724,0.001008083,0.004110697,0.000328642,0.00007160607,0.0004721708],"genre_scores_gemma":[0.001025272,0.9948953,0.0004882502,0.0003309406,0.0003954133,0.002089557,0.0001163156,0.0001240136,0.0005348923],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9653118,"threshold_uncertainty_score":0.9998727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1500701123405328,"score_gpt":0.4990553156711837,"score_spread":0.3489852033306509,"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."}}