{"id":"W2516209658","doi":"10.1089/thy.2016.0064","title":"Management of Invasive Differentiated Thyroid Cancer","year":2016,"lang":"en","type":"review","venue":"Thyroid","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"National Cancer Institute","keywords":"Medicine; Thyroid cancer; Esophagus; Papillary thyroid cancer; Thyroid; Disease; Cancer; Submucosa; Stage (stratigraphy); Surgery; Radiology; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009617204,0.0007093013,0.002786143,0.0002616948,0.00004710248,0.00001511003,0.0003064947,0.0002807088,0.001021437],"category_scores_gemma":[0.000009622503,0.0004255431,0.0009743719,0.0003542154,0.0001127563,0.00004725652,0.0002065108,0.0002395106,0.0004635966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005747727,"about_ca_system_score_gemma":0.0004508733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006501182,"about_ca_topic_score_gemma":0.00001574711,"domain_scores_codex":[0.9973425,0.00008964188,0.0008906136,0.000695947,0.0004890545,0.0004922603],"domain_scores_gemma":[0.9978772,0.0001378346,0.0006648078,0.0009765016,0.0001113712,0.0002322167],"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":[0.00005849824,0.0005023915,0.00005807674,0.03344456,0.004600797,0.0002726023,0.00003561643,6.268144e-8,0.00001989058,0.0006169653,0.01097247,0.9494181],"study_design_scores_gemma":[0.00224544,0.0004557917,0.0002576158,0.09477028,0.007661619,0.00003595159,0.00001696372,7.214695e-8,0.0002417774,0.00005538738,0.8938113,0.0004477332],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001119285,0.9896648,0.000007556864,0.0001319152,0.0005359925,0.00200481,0.0004407449,0.00008804844,0.007014202],"genre_scores_gemma":[0.0002898066,0.9916237,0.00009800504,0.00004815092,0.0002618451,0.0009515068,0.0002312871,0.0001334358,0.006362253],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9489703,"threshold_uncertainty_score":0.9998918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04300239091714524,"score_gpt":0.3471017423901397,"score_spread":0.3040993514729944,"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."}}