{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003624653,0.001241754,0.001141294,0.001803872,0.0003977597,0.00232132,0.00124259,0.00202548,0.003846342],"category_scores_gemma":[0.002475485,0.0005460503,0.001139744,0.001612973,0.001209344,0.002519451,0.002112351,0.002706364,0.001927583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001499853,"about_ca_system_score_gemma":0.001473927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001033321,"about_ca_topic_score_gemma":0.001349966,"domain_scores_codex":[0.9985234,0.0003638609,0.00006095328,0.0004084807,0.0005355835,0.0001078309],"domain_scores_gemma":[0.9981668,0.0007703321,0.0002978844,0.0001667389,0.0004420482,0.0001561691],"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":[0.0004305429,0.0002168855,0.004343641,0.003918546,0.0002363504,0.0006544708,0.0003054234,0.007242984,0.4344613,0.05279569,0.0110464,0.4843478],"study_design_scores_gemma":[0.000126505,0.0008243044,0.01083805,0.001130764,0.0003423597,0.002536756,0.0004245817,0.05119446,0.2745966,0.08663919,0.5709396,0.0004067649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.04093711,0.223519,0.6687442,0.02102746,0.001510456,0.0004410366,0.003043557,0.003056268,0.03772096],"genre_scores_gemma":[0.2665873,0.2326409,0.475916,0.007093457,0.001833871,0.0005013415,0.003517938,0.0006191976,0.01129001],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003846342,"threshold_uncertainty_score":0.01916921,"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."}}