{"id":"W2904691826","doi":"10.21037/gs.2018.12.01","title":"The impact of non-invasive follicular thyroid neoplasm with papillary-like nuclear features (NIFTP) on the diagnosis of thyroid nodules","year":2019,"lang":"en","type":"review","venue":"Gland Surgery","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Thyroid neoplasm; Medicine; Thyroid carcinoma; Cytopathology; Thyroid; Thyroid nodules; Pathology; General surgery; Radiology; Cytology; Internal medicine","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":[0.006584639,0.0006467002,0.0004756375,0.00178705,0.0009334432,0.002389255,0.001192723,0.001744315,0.003411694],"category_scores_gemma":[0.02321247,0.0002934433,0.0005326056,0.0009296156,0.002145045,0.00302428,0.001584515,0.003219488,0.001047571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001876308,"about_ca_system_score_gemma":0.002286804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0130115,"about_ca_topic_score_gemma":0.0171254,"domain_scores_codex":[0.9963187,0.00123938,0.0003381716,0.0004237456,0.001362052,0.0003179344],"domain_scores_gemma":[0.9727298,0.01577497,0.002880131,0.0009946824,0.005950835,0.001669526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006010267,0.00008815163,0.3987598,0.001330406,0.0001683045,0.02358815,0.0009524127,0.0008778247,0.005515316,0.009937848,0.05485922,0.5033216],"study_design_scores_gemma":[0.00006022624,0.0005265443,0.3748496,0.004844701,0.0007402821,0.2516091,0.004085124,0.009232478,0.004205148,0.01555146,0.3339305,0.0003648744],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2592002,0.4388603,0.01371218,0.208102,0.01294886,0.0001544171,0.0010834,0.000774312,0.06516427],"genre_scores_gemma":[0.8531926,0.1056846,0.007422133,0.01723578,0.01365636,0.00002666651,0.0004933882,0.0000946256,0.002193774],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0130115,"threshold_uncertainty_score":0.03482336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02722385273416598,"score_gpt":0.2889663396306562,"score_spread":0.2617424868964902,"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."}}