{"id":"W4281729745","doi":"10.3390/metabo12060511","title":"Advances in Metabolomics-Driven Diagnostic Breeding and Crop Improvement","year":2022,"lang":"en","type":"review","venue":"Metabolites","topic":"Genetic Mapping and Diversity in Plants and Animals","field":"Biochemistry, Genetics and Molecular Biology","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Metabolomics; Crop; Biotechnology; Biology; Bioinformatics; Agronomy","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":[0.0002332504,0.0003010338,0.0007907384,0.0001315704,0.0001103525,0.00004943455,0.0002500803,0.0001344944,0.000121344],"category_scores_gemma":[0.0002323352,0.0002595279,0.0001832916,0.0001218125,0.00005454336,0.000004865391,0.0004134594,0.0001706906,0.000005198821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001073663,"about_ca_system_score_gemma":0.00006556056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002105611,"about_ca_topic_score_gemma":0.00001231617,"domain_scores_codex":[0.9986535,0.00009241066,0.0003304851,0.0005078904,0.0001273336,0.0002883573],"domain_scores_gemma":[0.999418,0.0001082842,0.0001688336,0.0002150869,0.00001514657,0.00007464425],"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":[0.000005041609,0.00004405079,0.0002452512,0.00168255,0.00007342843,0.000009041167,0.00002606863,0.000007189377,0.0003841342,0.0001492576,0.00025342,0.9971206],"study_design_scores_gemma":[0.0001860263,0.0001126941,0.00002985987,0.0002851529,0.0002665877,0.00001481022,0.00006363323,0.000002545856,0.00005789029,0.00003453378,0.9986465,0.0002997624],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001026365,0.9972461,0.00001377679,0.000006302587,0.0002514518,0.0003056891,0.0002147797,0.000008341019,0.0009271617],"genre_scores_gemma":[0.0002743991,0.9984946,0.0002622221,0.00005600449,0.0001839533,0.00007910036,0.0003113793,0.00002103595,0.0003173164],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9983931,"threshold_uncertainty_score":0.9999857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02515830427449412,"score_gpt":0.2807852386309726,"score_spread":0.2556269343564785,"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."}}