{"id":"W4414392295","doi":"10.3390/agriculture15181986","title":"Genetic Diversity and Population Structure of Wheat Germplasm for Grain Nutritional Quality Using Haplotypes and KASP Markers","year":2025,"lang":"en","type":"article","venue":"Agriculture","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Germplasm; Genetic diversity; Population; Genetic variation; Genetic variability; Grain quality; Genetic structure","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005282342,0.00008199636,0.000134063,0.000008934318,0.000367838,0.00001410432,0.0000500126,0.0001218751,0.00001150473],"category_scores_gemma":[0.00001379383,0.00003149793,0.00003872013,0.00009890098,0.00004392406,0.00002889848,0.00009986585,0.00004222633,3.720956e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006263165,"about_ca_system_score_gemma":0.000002263401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004615724,"about_ca_topic_score_gemma":0.0008865569,"domain_scores_codex":[0.9995104,0.00003977602,0.0001162964,0.0001721542,0.00006237142,0.00009900634],"domain_scores_gemma":[0.99977,0.00006957078,0.0000457784,0.00001977411,0.00006376573,0.00003107157],"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":[0.00005376174,0.00002248679,0.2859339,0.00005871382,0.00001832969,3.993949e-7,0.00006327222,0.000006110526,0.7076845,0.001273239,0.0003976531,0.004487746],"study_design_scores_gemma":[0.0001674681,0.00006479374,0.9907895,0.00001928877,0.0000305273,0.000005830807,0.00009854748,0.00002810839,0.001570017,0.006805416,0.0003418019,0.00007869921],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99836,0.0007539735,0.00001413642,0.0003752344,0.000071469,0.0001769921,0.0002184719,0.000007859405,0.00002183039],"genre_scores_gemma":[0.998872,0.00007270456,0.0007780611,0.00008075913,0.00007226037,0.00000139102,0.00007129582,2.863933e-7,0.00005127504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7061144,"threshold_uncertainty_score":0.282915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01981787273072331,"score_gpt":0.2403717272337016,"score_spread":0.2205538545029783,"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."}}