{"id":"W4403949779","doi":"10.5376/mpb.2024.15.0027","title":"Genetic Engineering in Maize Breeding: Enhancing Global Food Security and Sustainability","year":2024,"lang":"en","type":"article","venue":"Molecular Plant Breeding","topic":"Plant Genetic and Mutation Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Food security; Sustainability; Biology; Biotechnology; Plant breeding; Animal breeding; Agronomy; Agriculture; Ecology","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":[0.0001957211,0.0001405765,0.0001525634,0.00002125645,0.00006730553,0.0001083464,0.00008229995,0.00006727409,0.000006943803],"category_scores_gemma":[0.00007421272,0.00007193558,0.00004208426,0.0003064033,0.00002430309,0.00005881394,0.00009961086,0.0001055039,0.000002286923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007921572,"about_ca_system_score_gemma":0.00001238078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001384463,"about_ca_topic_score_gemma":0.000327099,"domain_scores_codex":[0.9990202,0.00001987846,0.0001868275,0.0003208714,0.0001541532,0.0002981283],"domain_scores_gemma":[0.9997529,0.0001090813,0.00001930322,0.0000247161,0.00002723663,0.00006674688],"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":[0.0000439593,0.00005466436,0.05065026,0.0004568968,0.0001153624,0.000841475,0.00127717,0.0005640262,0.9167303,0.006195492,0.0002393188,0.02283106],"study_design_scores_gemma":[0.001472807,0.002899113,0.7668373,0.001523723,0.000231041,0.002319547,0.01051911,0.08885472,0.07999033,0.03413365,0.008201953,0.003016695],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967642,0.002068648,0.000235197,0.0002904651,0.0001065795,0.0001523885,0.00007186881,0.00009172006,0.0002189308],"genre_scores_gemma":[0.9996882,0.00006791043,0.00008440504,0.00004217085,0.00008335483,0.00001303474,0.00001446706,0.000001094921,0.000005337898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.83674,"threshold_uncertainty_score":0.2933448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009187879105784027,"score_gpt":0.2026827971784003,"score_spread":0.1934949180726163,"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."}}