{"id":"W2161070527","doi":"10.7150/thno.9265","title":"Hair Metabolomics: Identification of Fetal Compromise Provides Proof of Concept for Biomarker Discovery","year":2014,"lang":"en","type":"article","venue":"Theranostics","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Medical Research Council; National Medical Research Council; Worldwide Universities Network; Science Foundation Ireland; University of Auckland; Singapore Institute for Clinical Sciences","keywords":"Metabolome; Metabolomics; Metabolite; Biomarker discovery; Biomarker; Metabolite profiling; Biology; Computational biology; Bioinformatics; Physiology; Proteomics; Biochemistry","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":[0.001103849,0.0008606862,0.00057727,0.0008649963,0.0002891148,0.0006746569,0.0003545401,0.000975127,0.00138705],"category_scores_gemma":[0.001963723,0.0002722395,0.0004681326,0.000482455,0.0004594062,0.0006072208,0.00065208,0.0008593623,0.0005865786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002917459,"about_ca_system_score_gemma":0.000561449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001074219,"about_ca_topic_score_gemma":0.001457002,"domain_scores_codex":[0.9993396,0.000175661,0.00001875963,0.0002117846,0.0001946261,0.00005947727],"domain_scores_gemma":[0.999428,0.0002017348,0.0001053468,0.00007912015,0.000122674,0.00006306065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005558722,0.0001285259,0.02322876,0.0002261235,0.0001212341,0.00024879,0.0000702958,0.001262143,0.9055009,0.000723481,0.000891757,0.06704196],"study_design_scores_gemma":[0.0001123133,0.002627447,0.1323951,0.0001369407,0.0003646466,0.003219008,0.0002180761,0.04636898,0.792572,0.006056225,0.01579106,0.0001382097],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6296052,0.009693042,0.3415224,0.00245155,0.0003630768,0.0005907453,0.007203563,0.001719912,0.006850502],"genre_scores_gemma":[0.890491,0.004562906,0.1005002,0.0006307586,0.0001932988,0.0002345115,0.001444328,0.0001673487,0.001775516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00138705,"threshold_uncertainty_score":0.005837798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0141323678989565,"score_gpt":0.2561186668373656,"score_spread":0.2419862989384091,"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."}}