{"id":"W4306825248","doi":"10.1016/j.jasc.2022.07.129","title":"Long-Term Follow-Up Supports Benign Behavior of ThyroSeq Negative/Low-Risk Thyroid Nodules","year":2022,"lang":"en","type":"article","venue":"Journal of the American Society of Cytopathology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"William Osler Health System","funders":"","keywords":"Medicine; Thyroid nodules; Term (time); Thyroid; 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":[0.000639938,0.000219774,0.00111976,0.00008126715,0.000189991,0.000005530909,0.0004061371,0.00004786493,0.0001552171],"category_scores_gemma":[0.00006516827,0.0001527459,0.001429814,0.0003771515,0.0008758508,0.00006302058,0.0002576689,0.0005832231,9.931809e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002678146,"about_ca_system_score_gemma":0.0003492183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001140489,"about_ca_topic_score_gemma":0.00001031255,"domain_scores_codex":[0.9976132,0.0003514845,0.0008375008,0.0002273193,0.0006704651,0.0003000597],"domain_scores_gemma":[0.9959102,0.0002025003,0.002989725,0.0005054263,0.0002692183,0.0001229776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007077134,0.001288325,0.9155053,0.00004516497,0.0004338665,0.0001914004,0.002670808,0.00006204813,0.0654559,0.00001697927,0.006387955,0.007234569],"study_design_scores_gemma":[0.003474989,0.004988617,0.9575753,0.00006121484,0.00119598,0.001544994,0.002740742,0.000003732985,0.02794818,0.00007591811,0.0002619654,0.0001283566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955937,0.001510339,0.00005941456,0.001837295,0.000479063,0.0003220697,0.0001377411,0.000008895243,0.00005143856],"genre_scores_gemma":[0.9954118,0.001700672,0.001634253,0.0008289825,0.000152575,0.00003798166,0.000005471165,0.00003327672,0.0001950622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04207003,"threshold_uncertainty_score":0.6228797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01231399806544306,"score_gpt":0.2810302403314848,"score_spread":0.2687162422660418,"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."}}