{"id":"W2564661123","doi":"10.3803/enm.2016.31.4.586","title":"Molecular Diagnosis Using Residual Liquid-Based Cytology Materials for Patients with Nondiagnostic or Indeterminate Thyroid Nodules","year":2016,"lang":"en","type":"article","venue":"Endocrinology and Metabolism","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Deutsche Krebshilfe; National Cancer Institute; Asan Institute for Life Sciences, Asan Medical Center","keywords":"Indeterminate; Thyroid nodules; Medicine; Cytology; Residual; Thyroid; Liquid-based cytology; Radiology; Pathology; Internal medicine; Cancer","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":[0.001534574,0.0004262412,0.0004267274,0.001505232,0.0002564222,0.0008612695,0.0005573857,0.0007015299,0.0012994],"category_scores_gemma":[0.005241534,0.0002242033,0.0002641253,0.000448928,0.0004648266,0.0004458415,0.0003208328,0.0004244901,0.0006074492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003985068,"about_ca_system_score_gemma":0.0003827164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00132894,"about_ca_topic_score_gemma":0.001345336,"domain_scores_codex":[0.9993388,0.0001320199,0.0001037408,0.0001352102,0.0002060442,0.00008406155],"domain_scores_gemma":[0.9975417,0.0011568,0.000439664,0.000139168,0.0004994583,0.0002232924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001146225,0.00007574782,0.9609757,0.000112898,0.0000229625,0.001496259,0.0001763729,0.0001960341,0.02102125,0.00003343769,0.0002248237,0.01451823],"study_design_scores_gemma":[0.0001862605,0.003508464,0.9073794,0.000183324,0.0002951336,0.01957178,0.001197224,0.009780803,0.05385661,0.0001742777,0.003820683,0.00004604737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969426,0.001255202,0.001004744,0.0001077806,0.00001727803,0.00004117819,0.0001372605,0.00003824279,0.0004557417],"genre_scores_gemma":[0.9980901,0.0001710925,0.001308343,0.00007168256,0.00001674761,0.00001761518,0.0002340458,0.000006456859,0.00008389496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001534574,"threshold_uncertainty_score":0.008115709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01488260804383337,"score_gpt":0.2733903675729488,"score_spread":0.2585077595291154,"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."}}