{"id":"W3160871149","doi":"10.1089/ct.2021;33.229-234","title":"Nihilism No More: The 2021 ATA Anaplastic Thyroid Cancer Guidelines","year":2021,"lang":"en","type":"article","venue":"Clinical Thyroidology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Anaplastic thyroid cancer; Medicine; Thyroid cancer; Cancer; Thyroid; Library science; Family medicine; Internal medicine; General surgery; Oncology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006884344,0.0003385265,0.0009597494,0.00004522889,0.0001805757,0.00003359514,0.0003031883,0.000340555,0.00273036],"category_scores_gemma":[0.003999569,0.0002121836,0.0005422965,0.000357226,0.0005672975,0.00005515672,0.0003011937,0.0006469203,0.0009819125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001152807,"about_ca_system_score_gemma":0.0007532565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001637115,"about_ca_topic_score_gemma":0.0002930261,"domain_scores_codex":[0.9965866,0.0003654371,0.001210219,0.0009022027,0.0003483382,0.0005872629],"domain_scores_gemma":[0.9953381,0.001949284,0.0002422475,0.001259812,0.0008672179,0.0003433682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008647778,0.001292571,0.08936387,0.00004909708,0.001165553,0.0009667299,0.0001148646,0.00008135697,0.001524422,0.00143341,0.8590295,0.0441138],"study_design_scores_gemma":[0.00786623,0.001974322,0.1992581,0.0001962376,0.001143129,0.0003904903,0.0002350171,0.0004545628,0.00129459,0.0009022202,0.7858214,0.0004637919],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6462484,0.09862426,0.0001724379,0.2378031,0.009628844,0.0009722315,0.0001770446,0.0001539558,0.006219739],"genre_scores_gemma":[0.7444729,0.1162678,0.003535586,0.08952715,0.01905791,0.0008228942,0.0003710364,0.0001800418,0.02576471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1482759,"threshold_uncertainty_score":0.9997959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1297115377277777,"score_gpt":0.4569278700892813,"score_spread":0.3272163323615036,"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."}}