{"id":"W4394566884","doi":"10.1071/cp23078","title":"Identification of superior genotypes for leaf architecture traits in Sorghum bicolor through GGE biplot analysis","year":2024,"lang":"en","type":"article","venue":"Crop and Pasture Science","topic":"Genetics and Plant Breeding","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Biplot; Biology; Monogastric; Identification (biology); Agronomy; Sorghum; Plant breeding; Sorghum bicolor; Genotype; Animal breeding; Ruminant; Genetic architecture; Pasture; Botany; Quantitative trait locus; Genetics; Gene","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003555279,0.00007433051,0.0001229756,0.00005749073,0.0001541733,0.0001511041,0.0001811192,0.00004617868,0.00002014343],"category_scores_gemma":[0.00003402089,0.00002889059,0.00005604027,0.001454486,0.0001762432,0.00008946858,0.00002903957,0.00005950608,0.000001051186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005743738,"about_ca_system_score_gemma":0.0000150219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006188386,"about_ca_topic_score_gemma":0.000816557,"domain_scores_codex":[0.9992089,0.00001204069,0.0001596021,0.0003019708,0.000142732,0.0001747966],"domain_scores_gemma":[0.9997646,0.00009179636,0.00003110506,0.00002988699,0.00004552173,0.00003708479],"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":[0.000007863285,0.00001174468,0.003627238,0.00002261958,0.00001027168,6.414095e-7,0.0009202081,0.0001648828,0.956666,0.0005504292,0.00002037917,0.03799776],"study_design_scores_gemma":[0.00008014851,0.0002153934,0.932717,0.00004700318,0.00009586,0.00000595914,0.0005669481,0.003223696,0.04851481,0.002147807,0.01218083,0.0002045612],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99689,0.001571926,0.0002720492,0.0008349019,0.0001036977,0.0001460614,0.0001044083,0.00001374429,0.00006319079],"genre_scores_gemma":[0.9995109,0.00009459213,0.0001786854,0.00004070038,0.00007739247,0.000008230289,0.00001112139,4.459939e-7,0.00007794084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9290897,"threshold_uncertainty_score":0.14571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02253093763611684,"score_gpt":0.2474987539771565,"score_spread":0.2249678163410397,"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."}}