{"id":"W4410830616","doi":"10.1177/19160216251336687","title":"Role of Publicly-Funded Molecular Testing in Surgical Management of Thyroid Nodules within Canadian Medicare: Clinical Assessment of ThyroSeqv3 Molecular Test Pilot Project at McGill University","year":2025,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Centre hospitalier universitaire de Québec; Université Laval; Royal Victoria Hospital; Jewish General Hospital; Centre Hospitalier de l’Université de Montréal; McGill University","funders":"","keywords":"Medicine; Thyroid nodules; Malignancy; Thyroid cancer; Thyroid; Bethesda system; Nodule (geology); General surgery; Health care; Pathology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003209989,0.0002055522,0.0001696942,0.0006862205,0.001153106,0.00104574,0.001098142,0.0004023141,0.00190553],"category_scores_gemma":[0.01443256,0.0001936693,0.0002315985,0.001075052,0.0007581038,0.0004274126,0.001385016,0.0004809987,0.0001083068],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01359329,"about_ca_system_score_gemma":0.02541618,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6916945,"about_ca_topic_score_gemma":0.8284645,"domain_scores_codex":[0.996812,0.0008646818,0.0001268424,0.0002638948,0.0009608332,0.000971786],"domain_scores_gemma":[0.9862078,0.001876198,0.00467702,0.0004903169,0.002231818,0.004516764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001958583,0.00009779621,0.9852502,0.00002293539,0.00001513021,0.00006960637,0.0002379177,0.0001573041,0.0002481188,0.0000635388,0.0009406496,0.01270097],"study_design_scores_gemma":[0.00001726249,0.0001724315,0.9978877,0.00002278916,0.000009785143,0.00005956443,0.0005335236,0.0005575513,0.00009734672,0.00001667764,0.0006180078,0.000007381509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962035,0.0002992054,0.0001145729,0.001350822,0.000009584391,0.00009724388,0.0004743754,0.00001461833,0.001436153],"genre_scores_gemma":[0.9992143,0.0001048097,0.0001940607,0.0001564059,0.00001115847,0.00002234989,0.0001575217,0.000002312748,0.0001369327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9864067,"threshold_uncertainty_score":0.6202424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0291683129141958,"score_gpt":0.3130730901018138,"score_spread":0.283904777187618,"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."}}