{"id":"W2119862400","doi":"10.1155/2014/936285","title":"Genomically Driven Precision Medicine to Improve Outcomes in Anaplastic Thyroid Cancer","year":2014,"lang":"en","type":"review","venue":"Journal of Oncology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Cancer Care Ontario; Western University","funders":"","keywords":"Medicine; Anaplastic thyroid cancer; Thyroid cancer; Disease; Oncology; Precision medicine; Cancer; Malignancy; Internal medicine; Bioinformatics; Pathology","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":[0.0005910925,0.0004098508,0.00523178,0.0007304317,0.00002335264,0.000007760633,0.0002906361,0.0004093287,0.0002327357],"category_scores_gemma":[0.0005707151,0.0002302328,0.0005748686,0.0002366215,0.00006559811,0.00003584061,0.00008884953,0.0007676062,0.00004932236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002882487,"about_ca_system_score_gemma":0.001635036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007034759,"about_ca_topic_score_gemma":0.0003018476,"domain_scores_codex":[0.9968678,0.0002261183,0.00184481,0.0003359339,0.0003792022,0.0003461115],"domain_scores_gemma":[0.9964705,0.001182302,0.00140045,0.0003085496,0.0002152782,0.0004229901],"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":[0.00028286,0.0004396848,0.0007910735,0.00150792,0.0006480505,0.0005171379,0.00009932678,0.00001467629,0.000018967,0.00001643339,0.007511601,0.9881523],"study_design_scores_gemma":[0.004096292,0.01374016,0.00268394,0.01257396,0.002662451,0.0004130761,0.00001204131,0.000002465659,0.000002015439,0.00002279445,0.9636204,0.0001703734],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001227036,0.9911863,0.00004711021,0.004009786,0.002021776,0.0009805203,0.00002249208,0.000006540511,0.0004984514],"genre_scores_gemma":[0.0004971747,0.9958932,0.0008184948,0.0007742092,0.00144296,0.0001356503,0.000006823697,0.000052934,0.0003785435],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9879819,"threshold_uncertainty_score":0.938862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04198353505004587,"score_gpt":0.4217443025622609,"score_spread":0.379760767512215,"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."}}