{"id":"W4401496144","doi":"10.5376/tgmb.2024.14.0004","title":"Agronomic Traits of Cassava and Their Genetic Bases: A Focus on Yield and Quality Improvements","year":2024,"lang":"en","type":"article","venue":"Tree Genetics and Molecular Breeding","topic":"Cassava research and cyanide","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Yield (engineering); Quality (philosophy); Focus (optics); Biotechnology; Biology; Agronomy","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":[0.0001400085,0.0001229319,0.0001434263,0.00002099946,0.00006505899,0.00009735617,0.00006775525,0.00005439977,0.00001330803],"category_scores_gemma":[0.00002285049,0.00005416557,0.00004389356,0.00008172406,0.0000731596,0.00002121898,0.0000993603,0.00007801021,6.92931e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008061706,"about_ca_system_score_gemma":0.000007789943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000372471,"about_ca_topic_score_gemma":0.0005382585,"domain_scores_codex":[0.9992132,0.000024902,0.000157219,0.0002904568,0.0001137584,0.0002004474],"domain_scores_gemma":[0.9996628,0.0001262699,0.00002753176,0.00003730324,0.00001914051,0.0001269234],"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":[0.00001114779,0.00001032084,0.0005484996,0.00002302748,0.00001674145,0.000005129259,0.00006441889,4.538809e-7,0.6737075,0.0001837562,0.00001534065,0.3254136],"study_design_scores_gemma":[0.0005722514,0.003149915,0.392625,0.0002568674,0.00005798366,0.00004516779,0.001725411,0.001838489,0.594048,0.003530328,0.001611245,0.0005393317],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992096,0.00680234,0.00003702323,0.0004394699,0.00002446892,0.0001512547,0.00004938796,0.00001284764,0.0003872115],"genre_scores_gemma":[0.9989529,0.000807333,0.00006938409,0.00007516849,0.00005215742,0.000006647613,0.000003218234,0.000001985127,0.00003117949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3920765,"threshold_uncertainty_score":0.2208808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04432752965958543,"score_gpt":0.2618888761446817,"score_spread":0.2175613464850963,"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."}}