{"id":"W4223601910","doi":"10.1038/s41588-022-01046-7","title":"Genome-edited crops for improved food security of smallholder farmers","year":2022,"lang":"en","type":"article","venue":"Nature Genetics","topic":"CRISPR and Genetic Engineering","field":"Biochemistry, Genetics and Molecular Biology","cited_by":154,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Genome Canada; Bill and Melinda Gates Foundation","keywords":"Food security; Sustainability; Biology; Diversification (marketing strategy); Agriculture; Enthusiasm; Agricultural diversification; Natural resource economics; License; Genome; Biotechnology; Business; Economics; Political science; Ecology; Gene; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000147527,0.0001628237,0.000158801,0.00005797713,0.0001008498,0.000008424327,0.0002886307,0.000228013,0.00002750401],"category_scores_gemma":[0.00004091701,0.0001813791,0.0001459782,0.0001365087,0.00003621662,8.551269e-7,0.0002207271,0.0002777978,2.373427e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001722412,"about_ca_system_score_gemma":0.00006221121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001586567,"about_ca_topic_score_gemma":0.000009376722,"domain_scores_codex":[0.999029,0.00002316156,0.0002145301,0.0003289332,0.0001339361,0.0002704286],"domain_scores_gemma":[0.9993489,0.0000113023,0.00008003005,0.0003675816,0.0001237105,0.00006843426],"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":[0.0001201622,0.0000778021,0.0004865628,0.00006472952,0.0001246528,4.496866e-7,0.0001261003,0.003621881,0.9930413,0.00002832523,0.001169448,0.001138603],"study_design_scores_gemma":[0.001678987,0.002193367,0.004931742,0.000003252621,0.00008494937,0.00001852975,0.0003326935,0.001470577,0.6007467,0.0002821792,0.3877836,0.0004734469],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821305,0.008976387,0.006902339,0.00009676706,0.0006834221,0.0004872344,0.000528048,0.00001512176,0.0001801902],"genre_scores_gemma":[0.9953567,0.0001488394,0.003242474,0.0002410929,0.0003298256,0.00007191725,0.0004117151,0.00004157867,0.0001558119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3922946,"threshold_uncertainty_score":0.7396426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005213833922393772,"score_gpt":0.2637700204765642,"score_spread":0.2585561865541705,"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."}}