{"id":"W6987906491","doi":"","title":"Unsupervised Data Analysis Methods for Qualitative and Quantitative Metabolomics and Metabonomics","year":2010,"lang":"en","type":"article","venue":"NPARC","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metabolomics; Qualitative analysis; Quantitative analysis (chemistry); Pattern recognition (psychology); Data analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.01262875,0.001568757,0.002047515,0.004063427,0.002706045,0.003907937,0.002948525,0.001251413,0.02267179],"category_scores_gemma":[0.0492239,0.0009559359,0.001890603,0.004626316,0.001342855,0.002548373,0.002460624,0.002625783,0.01833576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001028081,"about_ca_system_score_gemma":0.005330503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001946536,"about_ca_topic_score_gemma":0.004816829,"domain_scores_codex":[0.985738,0.004228048,0.001725711,0.002103611,0.005823654,0.0003809886],"domain_scores_gemma":[0.9453867,0.01696465,0.002506657,0.009571473,0.02462943,0.0009411006],"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":[0.0005830804,0.0003246641,0.008288868,0.001961883,0.0004575881,0.0002509599,0.0006805715,0.004436136,0.04561272,0.01325564,0.08887231,0.8352757],"study_design_scores_gemma":[0.0003445596,0.0003757706,0.047547,0.0006449221,0.0006141185,0.001311207,0.001416594,0.2920459,0.1777946,0.08066622,0.3965727,0.0006663575],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008561904,0.0003126377,0.960702,0.0007542462,0.0007959475,0.001003204,0.007798858,0.01465936,0.005411867],"genre_scores_gemma":[0.03982635,0.0002470863,0.9323516,0.0001718971,0.000285869,0.001978097,0.01173814,0.003840159,0.009560786],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02267179,"threshold_uncertainty_score":0.07584471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06206782687890317,"score_gpt":0.4226826760992174,"score_spread":0.3606148492203142,"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."}}