{"id":"W2117026167","doi":"10.1002/cncy.21475","title":"Morphological parameters able to predict <scp><i>BRAF<sup>V600E</sup></i></scp>‐mutated malignancies on thyroid fine‐needle aspiration cytology: Our institutional experience","year":2014,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Cytology; Fine-needle aspiration; Thyroid; Thyroid cancer; Pathology; Internal medicine; Biopsy","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":[0.001529829,0.000552913,0.0002735036,0.001140428,0.0002778465,0.0005893015,0.0004523484,0.0004401865,0.0007002298],"category_scores_gemma":[0.00456103,0.0002340006,0.0002783997,0.0004812108,0.0005446865,0.0004238983,0.0005170178,0.0002827028,0.0003382771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002766156,"about_ca_system_score_gemma":0.0002746743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009154275,"about_ca_topic_score_gemma":0.0008916762,"domain_scores_codex":[0.9994216,0.0001445959,0.0001038105,0.0001133705,0.000153941,0.00006280518],"domain_scores_gemma":[0.9983171,0.0006433766,0.0002317913,0.0002548436,0.0003416858,0.0002112139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002779274,0.0001291765,0.9265057,0.00007301955,0.00006025059,0.005591574,0.0006591661,0.0003901949,0.01824823,0.00003344788,0.0002244978,0.04780677],"study_design_scores_gemma":[0.0000262511,0.0009168021,0.9080594,0.00005319214,0.0001758656,0.06095779,0.0008683519,0.001756004,0.0253056,0.0001026899,0.001728824,0.00004920745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976829,0.0008612057,0.0007938953,0.0000223646,0.000005986969,0.00002102206,0.00003498563,0.00001936462,0.0005582501],"genre_scores_gemma":[0.9982481,0.0004977687,0.001040752,0.0000208593,0.00001365899,0.000005841124,0.00007198493,0.00001050462,0.00009041437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001529829,"threshold_uncertainty_score":0.008090615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02832972121317133,"score_gpt":0.2869468335760306,"score_spread":0.2586171123628592,"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."}}