{"id":"W4403779410","doi":"10.5376/lgg.2024.15.0024","title":"Translational Genomics in Legumes: Enhancing Crop Resilience and Yield","year":2024,"lang":"en","type":"article","venue":"Legume Genomics and Genetics","topic":"Insect Resistance and Genetics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resilience (materials science); Genomics; Yield (engineering); Crop; Biotechnology; Biology; Agronomy; Genome; Genetics; Materials science; 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":[0.0002080778,0.0002087053,0.0001612961,0.00009215115,0.00009557429,0.0001329912,0.00012799,0.0002007028,0.000009936738],"category_scores_gemma":[0.00001554591,0.000221885,0.0000485143,0.0001053464,0.0001353083,0.000006353782,0.00009233913,0.0001523894,0.000004954481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002086611,"about_ca_system_score_gemma":0.0001727417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002342936,"about_ca_topic_score_gemma":0.0008664951,"domain_scores_codex":[0.998725,0.00002443779,0.0003054979,0.0005222074,0.0001022191,0.0003206357],"domain_scores_gemma":[0.9995774,0.00002975386,0.00003258636,0.0002328278,0.0000325244,0.00009491212],"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":[0.00004351279,0.00002030603,0.003412371,0.0001161079,0.00003695089,0.00001846303,0.0008061667,0.001048313,0.9785126,0.0005915517,0.0002176685,0.01517595],"study_design_scores_gemma":[0.001078702,0.0006019905,0.03612107,0.000202211,0.0001000022,0.0002095198,0.0007487386,0.01017003,0.6507002,0.004991384,0.293603,0.0014731],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9576116,0.03824528,0.002883644,0.0002764154,0.000196276,0.0001756282,0.00003807582,0.00001094982,0.0005621546],"genre_scores_gemma":[0.9843775,0.01065103,0.003661809,0.0002738026,0.0003016105,0.00001056244,0.00003401105,0.00003659397,0.0006530735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3278124,"threshold_uncertainty_score":0.9048206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006814317626599204,"score_gpt":0.2313220859098893,"score_spread":0.2245077682832901,"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."}}