{"id":"W4308579539","doi":"10.3390/plants11213003","title":"Multiple-Traits Selection in White Guinea Yam (Dioscorea rotundata) Genotypes","year":2022,"lang":"en","type":"article","venue":"Plants","topic":"Genetics and Plant Breeding","field":"Agricultural and Biological Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Ghana; International Development Research Centre; Bill and Melinda Gates Foundation","keywords":"Dioscorea rotundata; Ideotype; Best linear unbiased prediction; Biology; Trait; Heritability; Genetic gain; Cultivar; Breeding program; Dioscorea; Biotechnology; Selection (genetic algorithm); Horticulture; Genetic variation; Genetics; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0001633772,0.00008100169,0.00009268963,0.00001907126,0.000213919,0.00003097079,0.0001695971,0.0000310278,0.000646706],"category_scores_gemma":[0.00001801463,0.00003776769,0.00002306286,0.0002082883,0.000006505667,0.00003734107,0.00008126575,0.0001303529,0.0000229794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002103941,"about_ca_system_score_gemma":0.00000486373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004460773,"about_ca_topic_score_gemma":0.003971618,"domain_scores_codex":[0.9992394,0.00004571859,0.0001234072,0.000199967,0.000169775,0.000221696],"domain_scores_gemma":[0.9998119,0.00007723724,0.00004090419,0.00001547585,0.000009639904,0.00004477255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005690959,0.00006526917,0.5051954,0.000003106904,0.000006196603,0.00001290284,0.0001221239,0.0006618525,0.458831,0.00001600619,0.001954206,0.03307502],"study_design_scores_gemma":[0.0001291845,0.0001264138,0.9610123,0.000005657781,0.000002469731,0.0000385374,0.0001325763,0.002268536,0.001158134,0.00005776055,0.03493545,0.0001329983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983064,0.00008271424,0.000001658721,0.0002172646,0.0001248317,0.0001154958,0.0004192634,0.00003175258,0.0007006106],"genre_scores_gemma":[0.9991121,0.0000281148,0.00006666728,0.000112867,0.0001281145,0.00001718237,0.0003043058,7.100584e-7,0.0002299028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4576729,"threshold_uncertainty_score":0.7080978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0274624080092611,"score_gpt":0.1976394786985271,"score_spread":0.170177070689266,"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."}}