{"id":"W4404651506","doi":"10.1007/s12022-024-09836-x","title":"Consensus Statement: Recommendations on Actionable Biomarker Testing for Thyroid Cancer Management","year":2024,"lang":"en","type":"article","venue":"Endocrine Pathology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; CancerCare Manitoba; University of Toronto; Western University; Toronto General Hospital; McMaster University; Centre Hospitalier de l’Université de Montréal; University of Alberta; Université de Montréal; University of Manitoba; BC Cancer Agency","funders":"","keywords":"Medicine; Thyroid cancer; Medullary thyroid cancer; Biomarker; Anaplastic thyroid cancer; Follicular thyroid cancer; Intensive care medicine; Thyroid; Cancer; Oncology; Papillary thyroid cancer; Internal medicine","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":[0.0001119966,0.0001609896,0.0002009579,0.0001816947,0.0001096878,0.00002376015,0.000039494,0.00002512973,0.0004260445],"category_scores_gemma":[0.00003938604,0.0001334833,0.0000826929,0.0002002532,0.00003550932,0.00002600534,0.00003424617,0.00009523825,0.00009252624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002846546,"about_ca_system_score_gemma":0.00006492931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005081559,"about_ca_topic_score_gemma":0.00002166707,"domain_scores_codex":[0.9988798,0.00003059726,0.0002596581,0.0004052844,0.00009978557,0.0003248688],"domain_scores_gemma":[0.9992999,0.0003092526,0.0000463901,0.0002067521,0.00006308925,0.00007463069],"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":[0.0004719118,0.0009221971,0.005867294,0.0007645918,0.001176524,0.003114729,0.0001749281,0.0001431819,0.007730863,0.02051901,0.4585579,0.5005569],"study_design_scores_gemma":[0.004036313,0.001461039,0.01682203,0.0004838799,0.0005649236,0.0004886778,0.0002111896,0.0007936141,0.006135339,0.001433001,0.967315,0.0002550145],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5567828,0.02857738,0.003185964,0.277137,0.01061054,0.008728627,0.002439798,0.001788251,0.1107497],"genre_scores_gemma":[0.9638793,0.001789902,0.01416116,0.00180194,0.0003559162,0.004015186,0.0003107203,0.00007207538,0.01361374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5087571,"threshold_uncertainty_score":0.5443293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06638575475108897,"score_gpt":0.3847266214313144,"score_spread":0.3183408666802254,"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."}}