{"id":"W3180151462","doi":"10.20944/preprints202107.0193.v1","title":"Plants Metabolome Study: Emerging Tools and Techniques","year":2021,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Metabolome; Metabolomics; Mass spectrometry; Fourier transform ion cyclotron resonance; Metabolite; Capillary electrophoresis–mass spectrometry; Proteomics; Computational biology; Proteome; Chromatography; Chemistry; Biochemical engineering; Biology; Biochemistry; Electrospray ionization","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":[0.0007496182,0.0004768886,0.0007242612,0.0001438082,0.0001477018,0.00007579233,0.0004707817,0.0003598448,0.0001285158],"category_scores_gemma":[0.0003906522,0.0004818529,0.000192658,0.00009263802,0.00009198906,0.000007541171,0.005452812,0.000533701,0.00001643404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002246867,"about_ca_system_score_gemma":0.000102963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007916948,"about_ca_topic_score_gemma":0.00005122717,"domain_scores_codex":[0.9972156,0.0001913874,0.0004916043,0.001447751,0.0002524232,0.0004012563],"domain_scores_gemma":[0.9981425,0.00002193002,0.0002634319,0.001288586,0.0001622091,0.0001213686],"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":[0.0000573895,0.0002893818,0.3810354,0.00009919558,0.001029334,0.00003156746,0.0004304855,0.000006789973,0.6140469,0.00006335349,0.0000936409,0.002816631],"study_design_scores_gemma":[0.0003945361,0.00009563757,0.3265637,0.00005787797,0.0001899338,0.00002079026,0.001195588,0.000003203439,0.6403146,0.0002102044,0.03025514,0.0006987267],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897903,0.005143617,0.0001228608,0.0001613562,0.0004476557,0.0008039624,0.00008248087,0.00007141109,0.003376306],"genre_scores_gemma":[0.9880587,0.009095401,0.0009266566,0.0001297245,0.0003441595,0.0002972137,0.0002253377,0.00005499487,0.0008678412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0544716,"threshold_uncertainty_score":0.9997633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08885173281278765,"score_gpt":0.3515012238531288,"score_spread":0.2626494910403411,"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."}}