{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004963705,0.0003249652,0.0003150315,0.001586897,0.0008970735,0.0007262667,0.0007617304,0.0004270868,0.000789656],"category_scores_gemma":[0.002353421,0.0004005026,0.0004060177,0.002147388,0.000391643,0.0003202558,0.0004570061,0.0003722024,0.0002106919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004292841,"about_ca_system_score_gemma":0.003510287,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6644352,"about_ca_topic_score_gemma":0.7225372,"domain_scores_codex":[0.9992199,0.00005311079,0.00006460344,0.0001400642,0.0003792556,0.0001431463],"domain_scores_gemma":[0.9985084,0.0001379255,0.0006150501,0.00005420197,0.000418336,0.0002661406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001589405,0.000003362347,0.9988521,0.000006811049,0.00001410977,0.00006640134,0.00003988196,0.00002071566,0.0001105386,0.000003336875,0.00007080645,0.0007959878],"study_design_scores_gemma":[0.000001140229,0.00001460519,0.9992575,0.000007976728,0.000009769388,0.0002524205,0.000132803,0.0001219619,0.00004425239,0.00000225782,0.0001529417,0.000002305746],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980358,0.0005719686,0.00007474321,0.00005714748,0.000004491381,0.00001376809,0.0008043205,0.000009612686,0.0004281151],"genre_scores_gemma":[0.998896,0.000322413,0.0001080859,0.00002953862,0.000004866333,0.000005300824,0.0005237285,0.00000272811,0.0001073333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6644352,"threshold_uncertainty_score":0.675082,"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."}}