{"id":"W4394826726","doi":"10.5376/mgg.2024.15.0002","title":"Unraveling Key Genetic Factors in Corn Quality Improvement through GWAS","year":2024,"lang":"en","type":"article","venue":"Maize Genomics and Genetics","topic":"Genetic Mapping and Diversity in Plants and Animals","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Genome-wide association study; Key (lock); Quality (philosophy); Biotechnology; Biology; Genetics; Single-nucleotide polymorphism; Gene; Genotype; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003996708,0.00075966,0.001053401,0.001120925,0.0003975735,0.001345633,0.0005343273,0.0007585898,0.001566168],"category_scores_gemma":[0.004254809,0.0002759639,0.001284085,0.002237272,0.0006951613,0.0009530071,0.0008159893,0.001181795,0.000168291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004067784,"about_ca_system_score_gemma":0.0008381411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002897559,"about_ca_topic_score_gemma":0.004545525,"domain_scores_codex":[0.9986071,0.0005480003,0.0001444401,0.0003586025,0.0002253467,0.0001166065],"domain_scores_gemma":[0.9977021,0.001507891,0.0003627742,0.0001767664,0.0001585464,0.0000920261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002289298,0.0002016802,0.434249,0.002036833,0.004662518,0.003915786,0.001143545,0.006959413,0.1720787,0.01983814,0.002915907,0.3497092],"study_design_scores_gemma":[0.0003738358,0.0009904718,0.8405686,0.001127098,0.008101582,0.002700312,0.001106248,0.03250886,0.02362942,0.03157131,0.05706231,0.0002599229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.778484,0.066169,0.1379575,0.007073843,0.0004975862,0.0002004785,0.002440065,0.0006036193,0.006573875],"genre_scores_gemma":[0.9164371,0.02103755,0.05777162,0.00207234,0.0002220716,0.0001088053,0.0009871717,0.000150374,0.001212873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003996708,"threshold_uncertainty_score":0.02113688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02325331872663555,"score_gpt":0.2627366375790211,"score_spread":0.2394833188523856,"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."}}