{"id":"W7077235095","doi":"10.5376/tgg.2024.15.0019","title":"The Impact of Hexaploid Genetics on Wheat Breeding Strategies","year":2024,"lang":"en","type":"article","venue":"Triticeae Genomics and Genetics","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adaptability; Genetic architecture; Food security; Genetic resources; Genomics; Resource (disambiguation); Agriculture","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":[0.0002878752,0.0001567736,0.0001446144,0.00004468658,0.0001793678,0.0005016077,0.0004681819,0.00007660678,0.000004463883],"category_scores_gemma":[0.00002307446,0.0001098612,0.00009154292,0.0001678986,0.0001202463,0.00005768593,0.0001910789,0.0001532896,0.000005647698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002938993,"about_ca_system_score_gemma":0.0001511817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001367668,"about_ca_topic_score_gemma":0.000003396179,"domain_scores_codex":[0.9990225,0.0000270936,0.0002456878,0.0002876877,0.00012618,0.0002908478],"domain_scores_gemma":[0.9991602,0.000260438,0.00003182446,0.000379338,0.0000858552,0.00008233546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007455058,0.0002013865,0.001272104,0.0006974716,0.0005705531,0.0001012653,0.005697525,0.06243426,0.4572324,0.2703038,0.002985851,0.1984289],"study_design_scores_gemma":[0.0009550927,0.002573139,0.01115769,0.0002599108,0.0001019471,0.0002648286,0.001614731,0.6290392,0.06302516,0.2102585,0.07966282,0.001086904],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592873,0.01967846,0.009547431,0.001427904,0.0003479066,0.0001750771,0.00001613743,0.00007198515,0.009447817],"genre_scores_gemma":[0.9933722,0.004184487,0.002041907,0.00003024954,0.000134692,0.000003739252,0.00000168842,0.000005615344,0.0002254047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.566605,"threshold_uncertainty_score":0.4837014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02178183953822817,"score_gpt":0.2707394457771409,"score_spread":0.2489576062389127,"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."}}