{"id":"W2584651089","doi":"10.1089/thy.2016.0649","title":"Outcome of Large Noninvasive Follicular Thyroid Neoplasm with Papillary-Like Nuclear Features","year":2017,"lang":"en","type":"article","venue":"Thyroid","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"National Cancer Institute","keywords":"Medicine; Thyroid neoplasm; Thyroid carcinoma; Thyroid; Follicular phase; Radiology; Lymph node; Pathology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001580114,0.0003635234,0.0007639321,0.00009246205,0.0004098314,0.0000721707,0.0003473914,0.0001545313,0.0001449998],"category_scores_gemma":[0.00006375671,0.0002522611,0.0002759367,0.00008437135,0.0001972729,0.0001679711,0.0001617864,0.0002673632,0.0001325852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001119733,"about_ca_system_score_gemma":0.00009576561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003471696,"about_ca_topic_score_gemma":0.000276927,"domain_scores_codex":[0.9981096,0.00003260124,0.0003494505,0.0004794251,0.0005234759,0.0005054349],"domain_scores_gemma":[0.9976118,0.00005468029,0.0003772216,0.001534686,0.0001600582,0.0002615261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002395068,0.002926077,0.8876607,0.0005707605,0.002815196,0.003660233,0.002891829,0.00002886045,0.02773287,0.01086866,0.05479636,0.003653408],"study_design_scores_gemma":[0.01634153,0.004385536,0.8909714,0.0004657532,0.00117457,0.000583016,0.0006810111,0.00001996771,0.03459401,0.0001603487,0.04992371,0.0006991156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749901,0.004476902,0.00001303076,0.002545867,0.0002356802,0.0007293759,0.00009907654,0.0001049212,0.01680506],"genre_scores_gemma":[0.9950196,0.0008911254,0.0009631173,0.0009824239,0.0001866156,0.0000486434,0.00003337725,0.00008388506,0.001791266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02002946,"threshold_uncertainty_score":0.999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01350925018135173,"score_gpt":0.2798950369249825,"score_spread":0.2663857867436307,"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."}}