{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001349925,0.0003016852,0.0008598117,0.00006608853,0.0003546617,0.000005163974,0.0002830777,0.00005448743,0.00005734113],"category_scores_gemma":[0.0001449031,0.0002273068,0.0002412558,0.0002784177,0.00003713333,0.00003054824,0.0001444693,0.0003551781,0.000001095459],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0573304,"about_ca_system_score_gemma":0.005353997,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7321826,"about_ca_topic_score_gemma":0.3892099,"domain_scores_codex":[0.9985075,0.00009618604,0.0002695641,0.0005034128,0.0002608513,0.000362483],"domain_scores_gemma":[0.9987041,0.0004930187,0.0002343998,0.000429448,0.0000235462,0.0001155229],"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":[0.0000333182,0.00002241144,0.0005827202,0.003706512,0.0003194072,0.0007433209,0.000378964,0.0003993252,0.000002621634,0.000121936,0.007514172,0.9861753],"study_design_scores_gemma":[0.0005070994,0.0001320338,0.000042601,0.002457524,0.0004692406,0.00002621991,0.0009444581,0.00001951681,0.000006571996,0.000001570394,0.9951677,0.0002254734],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003910753,0.9922667,0.000001848568,0.0001209866,0.0003305688,0.001623624,0.0006674811,0.00001947597,0.001058519],"genre_scores_gemma":[0.002390865,0.9961068,0.0001079014,0.0003374465,0.00005620664,0.0005859145,0.00008105313,0.00005145325,0.0002823759],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9876535,"threshold_uncertainty_score":0.9497761,"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."}}