{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004002967,0.0002882511,0.0002169648,0.00025687,0.0003283062,0.0006450394,0.0004676658,0.0005999529,0.004219112],"category_scores_gemma":[0.0003480374,0.0001098367,0.0001870124,0.0002666349,0.0002547233,0.0004599245,0.000669346,0.0007718859,0.0004905312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004218565,"about_ca_system_score_gemma":0.0003400869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005302661,"about_ca_topic_score_gemma":0.001409158,"domain_scores_codex":[0.9998467,0.00002837254,0.000007429062,0.00003583319,0.00004504126,0.00003659169],"domain_scores_gemma":[0.9998459,0.00004496706,0.00003944776,0.00002409623,0.00001760737,0.00002800517],"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":[0.000150417,0.00005853298,0.0003863077,0.00007081795,0.0000192506,0.0002303045,0.00007597533,0.0005274105,0.980518,0.002247559,0.000528013,0.01518741],"study_design_scores_gemma":[0.0001879342,0.0006612634,0.01317944,0.0000872189,0.0001393955,0.001008699,0.0007786435,0.005434284,0.8944604,0.005902756,0.07809655,0.00006342715],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9407879,0.002099742,0.04248451,0.002258911,0.0003715253,0.0001353136,0.001210406,0.0005154332,0.01013623],"genre_scores_gemma":[0.9695376,0.001115198,0.01874196,0.0002109772,0.00002282106,0.00004295737,0.0005715766,0.00008322985,0.009673767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004219112,"threshold_uncertainty_score":0.01411432,"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."}}