{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003754665,0.0002021784,0.000399179,0.0005265797,0.0001208306,0.0002305856,0.0001105413,0.00023407,0.0009508124],"category_scores_gemma":[0.0006495542,0.0001237366,0.0001472987,0.0004022261,0.0001392149,0.0001250646,0.000170353,0.0002138484,0.0002300551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001429727,"about_ca_system_score_gemma":0.0001945004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004315322,"about_ca_topic_score_gemma":0.0009903555,"domain_scores_codex":[0.9997528,0.00005432524,0.00002050439,0.00005967325,0.00007816018,0.00003455168],"domain_scores_gemma":[0.9997773,0.00007975152,0.00004480598,0.00002116444,0.0000559112,0.00002111648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006369274,0.00006340399,0.1196756,0.00015906,0.00006367485,0.0002167954,0.00008974217,0.0002682266,0.8566437,0.00006804779,0.0001725654,0.02194223],"study_design_scores_gemma":[0.00004152804,0.0009839337,0.6511868,0.00003048295,0.000283749,0.002291826,0.0001906222,0.002265508,0.3378567,0.0002501988,0.004601048,0.00001757107],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993524,0.001993584,0.002975903,0.00008979711,0.00001451544,0.00004024341,0.00057636,0.00004526134,0.0007402715],"genre_scores_gemma":[0.994551,0.0004735474,0.003765972,0.00005276723,0.00001073249,0.00005240929,0.0006464692,0.000004610134,0.0004425228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009508124,"threshold_uncertainty_score":0.003180802,"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."}}