{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003023285,0.0001336005,0.0001715707,0.0001905325,0.00007526288,0.00002294569,0.0001084143,0.000131237,0.000003492788],"category_scores_gemma":[0.0001453226,0.0001436883,0.000058181,0.0001478432,0.00002030189,0.000003457536,0.00005040131,0.00005518726,2.104552e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001149111,"about_ca_system_score_gemma":0.00004526788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001933692,"about_ca_topic_score_gemma":0.000009029642,"domain_scores_codex":[0.9991207,0.00002959108,0.0002195788,0.000314024,0.000120148,0.0001959863],"domain_scores_gemma":[0.9996939,0.00004441648,0.00007433486,0.00008565452,0.00005796543,0.00004377819],"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":[0.0002196068,0.00003680239,0.0003799738,0.00009998449,0.00003342758,0.000005816733,0.00004627295,0.002058101,0.9922324,0.001991524,0.0003009422,0.002595127],"study_design_scores_gemma":[0.003808824,0.001230791,0.002865799,0.0006654656,0.00008414452,0.0000185645,0.001284213,0.1407209,0.8455687,0.0007228253,0.002507907,0.0005218395],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6631835,0.0001334259,0.3350984,0.0002141414,0.0001208306,0.000308507,0.0001488222,0.00001141573,0.0007809533],"genre_scores_gemma":[0.9893685,0.0000308645,0.01005842,0.0002720826,0.00002506633,0.00001180491,0.000172379,0.000009100202,0.00005181182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3261849,"threshold_uncertainty_score":0.5859439,"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."}}