{"id":"W4408240608","doi":"10.5376/mpb.2025.16.0003","title":"Gene Mapping of Mechanization-Friendly Traits in Maize Based on SNP Markers and Breeding for Mechanical Adaptation","year":2025,"lang":"en","type":"article","venue":"Molecular Plant Breeding","topic":"Genetic Mapping and Diversity in Plants and Animals","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"People's Government of Jilin Province","keywords":"Biology; Adaptation (eye); Biotechnology; SNP; Quantitative trait locus; Genetics; SNP array; Plant breeding; Genetic marker; Gene; Agronomy; Genotype; Single-nucleotide polymorphism","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":[0.0003303763,0.0002587659,0.000291799,0.000875738,0.0001896908,0.0002313244,0.0002711882,0.0002099097,0.0004580803],"category_scores_gemma":[0.000193274,0.0001620954,0.0003372959,0.000900173,0.000178654,0.0001717993,0.0003620763,0.0002762719,0.0001122635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000296587,"about_ca_system_score_gemma":0.0003130993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001190265,"about_ca_topic_score_gemma":0.002065602,"domain_scores_codex":[0.9998232,0.00002283447,0.00001366947,0.0000729107,0.00004247922,0.00002500201],"domain_scores_gemma":[0.9998517,0.00003869105,0.00005248356,0.00001285063,0.00002052872,0.00002376117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001166334,0.00001989395,0.003272201,0.0000527208,0.00002325018,0.00009199529,0.00006093864,0.0005216359,0.9863117,0.0005634309,0.00001937024,0.008946174],"study_design_scores_gemma":[0.0002218001,0.0008729887,0.4988611,0.00009046698,0.0003832464,0.001228583,0.0002626223,0.01755056,0.4630487,0.002917544,0.01446915,0.0000932308],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782737,0.0006462726,0.01948741,0.00004666581,0.00001102298,0.00004808272,0.0006293975,0.00006085207,0.0007964605],"genre_scores_gemma":[0.965089,0.0005416201,0.03178519,0.00004519007,0.00001171289,0.00006317822,0.001311487,0.00002722958,0.001125338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001190265,"threshold_uncertainty_score":0.002366662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01917422292846141,"score_gpt":0.2236154232170061,"score_spread":0.2044412002885447,"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."}}