{"id":"W4200005276","doi":"10.2174/1566524022666211217102105","title":"Metabolomics Work Flow and Analytics in Systems Biology","year":2021,"lang":"en","type":"review","venue":"Current Molecular Medicine","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Metabolomics; Workflow; Systems biology; Work flow; Analytics; Computer science; Data science; Computational biology; Biochemical engineering; Bioinformatics; Biology; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005430768,0.0006199818,0.002608421,0.0003766004,0.00004647031,0.00002380091,0.0003030513,0.0004338324,0.00001289132],"category_scores_gemma":[0.000507799,0.0004807402,0.0002886009,0.0007113139,0.0002445438,0.000001763995,0.0004062616,0.0004781856,0.000003697337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003904103,"about_ca_system_score_gemma":0.0001752661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008101862,"about_ca_topic_score_gemma":0.000003882421,"domain_scores_codex":[0.9971814,0.000375793,0.0008637789,0.0009377823,0.0001696762,0.0004716235],"domain_scores_gemma":[0.9986537,0.00005298305,0.0003388995,0.0006836478,0.0001082564,0.00016249],"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":[0.00001071818,0.0001132187,0.0001132286,0.006072039,0.001081847,0.00006994759,0.00002762146,0.00001405007,0.0006186572,0.00364737,0.002594541,0.9856368],"study_design_scores_gemma":[0.0004546788,0.00009835121,0.00000646374,0.003901382,0.0009615673,0.00004046282,0.00002345478,0.00001750204,0.00001631048,0.00002876118,0.9940249,0.000426172],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001367252,0.9950064,0.002336461,0.00005065962,0.001692707,0.0005345215,0.00005219093,0.000009374903,0.0001809243],"genre_scores_gemma":[0.0001574316,0.9972741,0.0003038036,0.00004299802,0.0005983057,0.00009992423,0.001377275,0.00006401633,0.00008216677],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9914303,"threshold_uncertainty_score":0.9997644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04885715474486429,"score_gpt":0.3569593748496467,"score_spread":0.3081022201047824,"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."}}