{"id":"W2181064420","doi":"10.1039/c5mb00572h","title":"Serum metabolomics uncovering specific metabolite signatures of intra- and extrahepatic cholangiocarcinoma","year":2015,"lang":"en","type":"article","venue":"Molecular BioSystems","topic":"Cancer-related molecular mechanisms research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Burnaby Hospital; Simon Fraser University","funders":"Division of Electrical, Communications and Cyber Systems","keywords":"Metabolomics; Metabolite; Metabolome; Biology; Computational biology; Cancer research; Internal medicine; Medicine; Bioinformatics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002326138,0.0004310326,0.0004698108,0.001079073,0.0002028086,0.000529896,0.0001025017,0.0003866682,0.0003393177],"category_scores_gemma":[0.0004248666,0.0001711126,0.0003644697,0.0008722649,0.0001794304,0.0001990523,0.0003568078,0.000262999,0.000112926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000169324,"about_ca_system_score_gemma":0.0001952589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008581815,"about_ca_topic_score_gemma":0.001250627,"domain_scores_codex":[0.9998291,0.00003545896,0.0000182115,0.00005399117,0.00003764992,0.00002562],"domain_scores_gemma":[0.9998583,0.00002279759,0.00005515173,0.00001289804,0.00003269405,0.00001822607],"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":[0.001860475,0.0001597874,0.2802605,0.0002901102,0.0005024672,0.0007761733,0.0002356054,0.0008664484,0.6742187,0.0002094349,0.0004630993,0.04015715],"study_design_scores_gemma":[0.0000477755,0.0007377869,0.8498123,0.00004807789,0.0004569874,0.002507234,0.00029688,0.005566865,0.1367196,0.0004904721,0.003258364,0.00005759507],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914466,0.003967675,0.003148651,0.000124965,0.00002803879,0.00002699443,0.0007261623,0.0000487977,0.0004821027],"genre_scores_gemma":[0.9949821,0.0009807483,0.002960858,0.0001163231,0.00001879362,0.00002320892,0.0006207421,0.000008711085,0.0002887093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001079073,"threshold_uncertainty_score":0.001706362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0141668106982343,"score_gpt":0.2437292829651762,"score_spread":0.2295624722669419,"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."}}