{"id":"W1909848456","doi":"10.1002/dc.23241","title":"Is thyroid gland only a “land” for primary malignancies? role of morphology and immunocytochemistry","year":2014,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Thyroid; Immunocytochemistry; Cytology; Fine needle aspiration cytology; Lung; Pathology; Radiology; Cancer; Fine-needle aspiration; Carcinoma; Biopsy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001928424,0.0002168282,0.0006545179,0.00007177896,0.00005538974,0.000007407283,0.00008937644,0.0001888619,0.00005756414],"category_scores_gemma":[0.0005899178,0.0001869284,0.0001242675,0.00006905702,0.0002231966,0.00002634666,0.00007824483,0.0001071154,0.00000934637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005641829,"about_ca_system_score_gemma":0.000114926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005008963,"about_ca_topic_score_gemma":0.000008675018,"domain_scores_codex":[0.9987422,0.00004162636,0.0003434689,0.000426816,0.0001096057,0.000336272],"domain_scores_gemma":[0.9980122,0.001191561,0.000158742,0.00040894,0.0001107303,0.0001178665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006277744,0.0005625979,0.8290831,0.0004262132,0.0001138241,0.0001253787,0.0004252038,0.000001541259,0.1485704,0.001118625,0.001609469,0.0173358],"study_design_scores_gemma":[0.006787341,0.003033607,0.9010085,0.0001934537,0.0004319079,0.001747568,0.00007868357,0.0000220737,0.07823256,0.001756504,0.006471341,0.000236471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873359,0.009451756,0.0002730308,0.001003331,0.0001101681,0.0005713298,0.0001642646,0.0000334681,0.001056722],"genre_scores_gemma":[0.9949564,0.001531405,0.00125908,0.001502557,0.0001518369,0.000315358,0.0001405152,0.00002979882,0.000112996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07192533,"threshold_uncertainty_score":0.7622719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007048631033562655,"score_gpt":0.2432536260850557,"score_spread":0.2362049950514931,"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."}}