{"id":"W2791239832","doi":"10.1159/000486779","title":"Atypia of Undetermined Significance in Thyroid Fine-Needle Aspirations: Follow-Up and Outcome Experience in Newfoundland, Canada","year":2018,"lang":"en","type":"article","venue":"Acta Cytologica","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Atypia; Thyroid; General surgery; Internal medicine; Pathology","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":[0.00007565587,0.0001399216,0.0003724438,0.00007392901,0.00003840636,0.000008671171,0.00009125122,0.00006626796,0.0001102322],"category_scores_gemma":[0.0001647243,0.000106365,0.00002922834,0.0002366261,0.0001289624,0.00006586203,0.00003779689,0.00008761267,0.000002255744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002793379,"about_ca_system_score_gemma":0.0002322967,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2448398,"about_ca_topic_score_gemma":0.8812521,"domain_scores_codex":[0.998948,0.00003108187,0.0003592959,0.0002834389,0.0001505826,0.0002276004],"domain_scores_gemma":[0.9993857,0.0001388589,0.0001016006,0.0002524884,0.00004602294,0.00007534907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001932084,0.0001153288,0.9934031,0.00001738793,0.00001220916,0.00006828054,0.0004734465,0.000001028923,0.004242029,0.0001516318,0.0004344801,0.0008879042],"study_design_scores_gemma":[0.002785249,0.0007883744,0.9902905,0.00006360126,0.00001949144,0.00001512333,0.0002875704,0.00004194717,0.003101403,0.00007161488,0.002407458,0.0001277181],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964421,0.0004821435,0.000004623613,0.001286397,0.0001280544,0.0003517871,0.00001211322,0.0000113101,0.001281461],"genre_scores_gemma":[0.9988602,0.00008643708,0.0002139718,0.0004595141,0.00003567288,0.0001241926,0.00000816744,0.00000750164,0.0002043308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6364123,"threshold_uncertainty_score":0.7601888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06057673541320201,"score_gpt":0.3089240174675495,"score_spread":0.2483472820543475,"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."}}