{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002093299,0.001819983,0.001802261,0.003458131,0.0004602353,0.003175113,0.001793564,0.001920654,0.004475149],"category_scores_gemma":[0.001889116,0.0005600234,0.001027731,0.004192044,0.001660832,0.004027313,0.002072289,0.003370706,0.005565532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001534509,"about_ca_system_score_gemma":0.001696554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001101031,"about_ca_topic_score_gemma":0.0008855437,"domain_scores_codex":[0.9989492,0.0002323391,0.00009245202,0.0002165029,0.0004417345,0.00006790777],"domain_scores_gemma":[0.9987628,0.0007420132,0.00009110078,0.00007257835,0.0002607492,0.00007069709],"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":[0.00003778073,0.0000603549,0.000191614,0.01406802,0.0001087643,0.0001682777,0.0001214509,0.001049173,0.003499851,0.04824712,0.03184371,0.9006038],"study_design_scores_gemma":[0.000007082619,0.00005627695,0.0003809978,0.002895571,0.00005201919,0.0005806008,0.00005743713,0.0005484132,0.001838997,0.02458168,0.9689537,0.0000472784],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001746285,0.9829218,0.009609085,0.001291025,0.0007986004,0.00003859995,0.0001017715,0.0001462193,0.004918303],"genre_scores_gemma":[0.001672382,0.9856845,0.008697285,0.0007635964,0.0008984182,0.00005972556,0.0001962418,0.00003121921,0.001996655],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004475149,"threshold_uncertainty_score":0.01497084,"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."}}