{"id":"W4285334817","doi":"10.2174/187153032111211230225617","title":"American Association of Clinical Endocrinology And Associazione Medici Endocrinologi Thyroid Nodule Algorithmic Tool","year":2021,"lang":"en","type":"article","venue":"Endocrine Metabolic & Immune Disorders - Drug Targets","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Nodule (geology); Thyroid; Internal medicine; Association (psychology); Endocrinology; Thyroid nodules; Biology; Psychology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005370281,0.0005230833,0.002342636,0.0002330379,0.0001710249,0.00002618026,0.0002225186,0.0001000994,0.0002919969],"category_scores_gemma":[0.001897494,0.0004765763,0.000651487,0.0005179046,0.0004028087,0.0001509866,0.0003365639,0.0007073548,0.00003880072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001522647,"about_ca_system_score_gemma":0.0003550651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001593514,"about_ca_topic_score_gemma":0.0004781882,"domain_scores_codex":[0.9950462,0.0005959239,0.001634056,0.0009198817,0.0007192386,0.001084727],"domain_scores_gemma":[0.9968844,0.0007104736,0.00102349,0.0007585288,0.0003970421,0.0002260318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003367877,0.003721675,0.6696922,0.00009999652,0.003796862,0.0004013726,0.000736934,0.000009871013,0.005300485,0.00225021,0.009515853,0.3041377],"study_design_scores_gemma":[0.01122683,0.0005540533,0.7764956,0.0000533673,0.001107399,0.0001364883,0.001193414,0.00005525388,0.02977313,0.0003639321,0.1785785,0.0004620576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8627813,0.1127565,0.0001067893,0.01983946,0.001211001,0.0008343735,0.0001521973,0.0001842498,0.002134088],"genre_scores_gemma":[0.8983742,0.09554747,0.002267248,0.0006440634,0.0003749942,0.0002252129,0.0003117314,0.00006926596,0.002185846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3036757,"threshold_uncertainty_score":0.9997686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00952968100405852,"score_gpt":0.3041774519521718,"score_spread":0.2946477709481133,"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."}}