{"id":"W4405235635","doi":"10.3390/diagnostics14242775","title":"Cancer Risk in Thyroid Nodules: An Analysis of Over 1000 Consecutive FNA Biopsies Performed in a Single Canadian Institution","year":2024,"lang":"en","type":"article","venue":"Diagnostics","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Medicine; Thyroid nodules; Nodule (geology); Malignancy; Thyroid cancer; Echogenicity; Thyroid; Odds ratio; Cancer; Radiology; Internal medicine; Ultrasonography","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":[0.0001503849,0.0001825882,0.0004660026,0.001251423,0.00003802111,0.00002982724,0.00006409284,0.0001171257,0.0001861163],"category_scores_gemma":[0.0002571096,0.0001607094,0.0001170406,0.001532782,0.0001324632,0.0001195826,0.00001583561,0.0001976166,0.000008274857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001684715,"about_ca_system_score_gemma":0.0008892803,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.480648,"about_ca_topic_score_gemma":0.8721633,"domain_scores_codex":[0.9987324,0.00005086044,0.0003594607,0.0003415866,0.0001999779,0.0003157265],"domain_scores_gemma":[0.9990427,0.0003670083,0.00006402841,0.000249577,0.00007849804,0.0001982048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005447154,0.0004575785,0.9880624,0.0000642897,0.0005617518,0.0003675202,0.003391842,0.002414463,0.000121386,0.000684616,0.0003148226,0.00350486],"study_design_scores_gemma":[0.001026385,0.0003477892,0.9866379,0.0005733005,0.0015698,0.000002817022,0.0007621662,0.005787557,0.001764413,0.00003261447,0.001332033,0.0001631819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868339,0.01047304,0.000007347923,0.0004939024,0.0002438019,0.000356072,0.0009710091,0.00002448204,0.0005964575],"genre_scores_gemma":[0.9873329,0.01195837,0.00005251046,0.0002036437,0.00006174461,0.0001412617,0.0002072666,0.00001818386,0.00002406191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3915153,"threshold_uncertainty_score":0.6553541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407179882528823,"score_gpt":0.2911210774302001,"score_spread":0.2770492786049119,"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."}}