{"id":"W4402321195","doi":"10.5376/tgg.2024.15.0009","title":"Quantitative Trait Loci (QTL) Mapping in Wheat: Success Stories and Lessons Learned","year":2024,"lang":"en","type":"article","venue":"Triticeae Genomics and Genetics","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quantitative trait locus; Trait; Family-based QTL mapping; Biology; Genetics; Computer science; Gene mapping; Gene","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":[0.0002488351,0.0001503068,0.0002067658,0.00003552326,0.0001414095,0.0001968276,0.00009746104,0.000122864,0.00002902296],"category_scores_gemma":[0.0000125613,0.00007731697,0.00003744886,0.0002008426,0.0001366639,0.00004003812,0.00007292421,0.0001495451,0.000004016939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001407177,"about_ca_system_score_gemma":0.00001838931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001405419,"about_ca_topic_score_gemma":0.001187251,"domain_scores_codex":[0.9990177,0.00005729941,0.0002138709,0.0003591501,0.00007256641,0.0002793704],"domain_scores_gemma":[0.9996192,0.0001943359,0.000021861,0.00004084368,0.00003116874,0.00009254832],"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":[0.0000424098,0.00006783723,0.004398832,0.000132134,0.00003618582,0.00006862658,0.003742461,0.00003708127,0.6585055,0.0144628,0.0001107252,0.3183954],"study_design_scores_gemma":[0.001683686,0.002716305,0.5818303,0.0003233842,0.0001960173,0.0002086867,0.01663748,0.01164584,0.01333647,0.07619543,0.2931213,0.002105043],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674646,0.02744803,0.00002913388,0.0042644,0.0001423532,0.0001349762,0.0001237165,0.00002269455,0.0003701562],"genre_scores_gemma":[0.9869911,0.01184746,0.0006638898,0.0001225969,0.0001599744,0.000008103118,0.00003613484,0.000002631609,0.0001680881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.645169,"threshold_uncertainty_score":0.3152894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07372359325752965,"score_gpt":0.3011346329212212,"score_spread":0.2274110396636915,"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."}}