{"id":"W2125293263","doi":"10.4161/epi.22191","title":"Novel target genes and a valid biomarker panel identified for cholangiocarcinoma","year":2012,"lang":"en","type":"article","venue":"Epigenetics","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Electrical, Communications and Cyber Systems; Public Health Agency of Canada","keywords":"Biology; Biomarker; Gene; Computational biology; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002131224,0.0002012214,0.0003127726,0.0000910845,0.0001323727,0.0000292257,0.00006833139,0.00009549843,0.00003411389],"category_scores_gemma":[0.00007056929,0.0001766575,0.0001342948,0.0001145847,0.00009022372,0.00006457598,0.00008270789,0.0000718486,0.0000147284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003366853,"about_ca_system_score_gemma":0.00003572774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003110045,"about_ca_topic_score_gemma":0.00000793566,"domain_scores_codex":[0.9988442,0.00001404522,0.0002399706,0.0002595333,0.0001799712,0.0004623011],"domain_scores_gemma":[0.999238,0.00008195473,0.00006347537,0.0002812274,0.000104914,0.0002304931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001696068,0.0002461501,0.8661068,0.0002605523,0.0003766554,0.000005722,0.001635621,9.609022e-7,0.1130404,0.0002005021,0.006906518,0.01105052],"study_design_scores_gemma":[0.001771085,0.0001273931,0.9303054,0.00002666506,0.0002781872,0.00007914613,0.0002550375,0.00009318547,0.02185141,0.00007174688,0.04491509,0.0002256888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9405565,0.04958663,0.006258371,0.0008889387,0.0007775736,0.0007049726,0.00008152024,0.00006448179,0.001080996],"genre_scores_gemma":[0.9851402,0.0004092625,0.01181645,0.0004859596,0.0007039374,0.00008951205,0.00005090789,0.00004491657,0.001258854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09118896,"threshold_uncertainty_score":0.7203883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1136610329312595,"score_gpt":0.3217930569850111,"score_spread":0.2081320240537517,"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."}}