{"id":"W4321748437","doi":"10.1089/thy.2022.0555","title":"Clinical Experience of Cytologically Indeterminate Thyroid Nodules Designated as Negative on Molecular Testing Using ThyroSeq V3: A Retrospective Cohort Study","year":2023,"lang":"en","type":"article","venue":"Thyroid","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Jewish General Hospital; McGill University Health Centre","funders":"","keywords":"Otorhinolaryngology; Medicine; General surgery; Retrospective cohort study; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000652061,0.0003094976,0.0003898467,0.001037764,0.0009031357,0.001072695,0.0005508316,0.0006312428,0.002519969],"category_scores_gemma":[0.003349729,0.0004527857,0.0005204632,0.001004485,0.0005654856,0.0008426247,0.000919998,0.0005735937,0.0006245515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006350868,"about_ca_system_score_gemma":0.0006096979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006547529,"about_ca_topic_score_gemma":0.005894384,"domain_scores_codex":[0.9990263,0.0001752165,0.0001052083,0.0003328077,0.0001459889,0.0002145148],"domain_scores_gemma":[0.997695,0.0004275652,0.0007536194,0.0002278412,0.0003250452,0.0005708993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006962139,0.00003118282,0.9986768,0.000003472396,0.00001704015,0.0003340144,0.0001649057,0.00001462442,0.0001708566,0.00001444251,0.00005982492,0.0004431525],"study_design_scores_gemma":[0.000008790076,0.0001673772,0.9944162,0.000007899718,0.00003074089,0.003292385,0.001439116,0.0001462887,0.00008882261,0.00003859877,0.0003501683,0.00001358041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992669,0.0001216418,0.00006684344,0.00001615926,0.000004252446,0.000007465182,0.0001915116,0.000002024383,0.0003231461],"genre_scores_gemma":[0.9994348,0.00006321915,0.0000364941,0.00002191985,0.000006585205,0.000005889181,0.0003065438,0.000002950385,0.0001216736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006547529,"threshold_uncertainty_score":0.01301885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07538848444338728,"score_gpt":0.384719569314323,"score_spread":0.3093310848709357,"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."}}