{"id":"W4293676890","doi":"10.3390/cancers14174140","title":"Molecular Testing for Thyroid Nodules: The Experience at McGill University Teaching Hospitals in Canada","year":2022,"lang":"en","type":"review","venue":"Cancers","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Royal Victoria Hospital; Jewish General Hospital","funders":"","keywords":"Thyroid nodules; Medicine; Thyroid cancer; Thyroid; Thyroidectomy; Malignancy; PAX8; Nodule (geology); Thyroid disease; General surgery; 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":[0.001692813,0.0006293682,0.0009057657,0.00301741,0.0008139969,0.001469472,0.001378863,0.0009354994,0.003564187],"category_scores_gemma":[0.004599086,0.0002731044,0.000472306,0.00563882,0.0007565788,0.0006755891,0.0006534692,0.001167152,0.000889877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0114428,"about_ca_system_score_gemma":0.02571732,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5286784,"about_ca_topic_score_gemma":0.6878686,"domain_scores_codex":[0.9991117,0.0001228563,0.00009694938,0.0001234695,0.0004303164,0.0001146671],"domain_scores_gemma":[0.99731,0.0006516205,0.0001826853,0.00004809465,0.001423339,0.0003842344],"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":[0.0001635294,0.00005744901,0.005890861,0.01604099,0.0001513799,0.001645569,0.0008682111,0.0003422275,0.001895339,0.001688447,0.06272712,0.9085289],"study_design_scores_gemma":[0.00004914236,0.0001283435,0.03535702,0.01774561,0.0004706048,0.006756924,0.0007673856,0.0001197165,0.001311793,0.0004823538,0.9367325,0.00007867687],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001118272,0.9936404,0.0001028833,0.00114611,0.0001534757,0.00001283799,0.00008410322,0.000009420572,0.003732681],"genre_scores_gemma":[0.007616811,0.9897259,0.0002962246,0.00076815,0.00009619409,0.000008281104,0.0001323491,0.000007498504,0.001348656],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4713216,"threshold_uncertainty_score":0.9481946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04019389417027674,"score_gpt":0.2930717041790091,"score_spread":0.2528778100087324,"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."}}