{"id":"W4403949785","doi":"10.5376/mpb.2024.15.0024","title":"Integrating QTL Mapping and Genomic Selection in &lt;i&gt;Eucommia ulmoides&lt;/i&gt; Breeding","year":2024,"lang":"en","type":"article","venue":"Molecular Plant Breeding","topic":"Plant Pathogens and Fungal Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Eucommia ulmoides; Biology; Genomic selection; Selection (genetic algorithm); Quantitative trait locus; Genetics; Molecular breeding; Marker-assisted selection; Microsatellite; Biotechnology; Gene; Allele; Single-nucleotide polymorphism; Computer science; Genotype; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004033009,0.0003246373,0.0002593766,0.0002655619,0.0001568094,0.000226163,0.0001801787,0.000219974,0.00001108857],"category_scores_gemma":[0.0001116601,0.0003325308,0.0001255354,0.0003097007,0.00005075979,0.00002247557,0.0001839179,0.000242267,0.000009831042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000706714,"about_ca_system_score_gemma":0.00007808496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002153338,"about_ca_topic_score_gemma":0.0001097045,"domain_scores_codex":[0.998181,0.00006925355,0.0003694447,0.000686329,0.0001957221,0.0004982255],"domain_scores_gemma":[0.9995641,0.00004146636,0.00007034958,0.0001359881,0.00003769628,0.000150363],"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":[0.00003714534,0.00002055258,0.00275754,0.0001171474,0.00007388384,0.000265201,0.0001037874,0.0001061475,0.9913644,0.001211989,0.0006992266,0.003243032],"study_design_scores_gemma":[0.002610001,0.001441045,0.06174261,0.004181806,0.0004269739,0.005572361,0.00085942,0.142124,0.6364635,0.0008004711,0.1396164,0.004161484],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817339,0.009550543,0.005714467,0.00007557887,0.0002502149,0.0002320668,0.0002842318,0.00008291424,0.002076133],"genre_scores_gemma":[0.9970247,0.0005601867,0.001393279,0.0001367769,0.0003106894,0.00002923964,0.0003571046,0.00005568282,0.0001323151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3549009,"threshold_uncertainty_score":0.9999127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01078548676479655,"score_gpt":0.2112999100245998,"score_spread":0.2005144232598033,"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."}}