{"id":"W4393928634","doi":"10.1126/science.adj1914","title":"Joint environmental and social benefits from diversified agriculture","year":2024,"lang":"en","type":"article","venue":"Science","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":120,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University; University of Victoria; University of British Columbia; University of Toronto","funders":"National Research, Development and Innovation Office; Fondation Daniel et Nina Carasso; Norges Forskningsråd; Bundesministerium für Bildung und Forschung; National Institute of Food and Agriculture; Directorate for Biological Sciences; Canada Research Chairs; Economic and Social Research Council; European Commission; Biodiversa+; Deutsche Forschungsgemeinschaft; Sight Research UK; National Socio-Environmental Synthesis Center; Global Environment Facility; Natural Environment Research Council; McKnight Foundation; National Science Foundation; Nemzeti Kutatási Fejlesztési és Innovációs Hivatal; World Bank Group; CS Fund; Natural Sciences and Engineering Research Council of Canada; U.S. Department of Agriculture","keywords":"Diversification (marketing strategy); Agriculture; Natural resource economics; Business; Externality; Ecosystem services; Biodiversity; Agricultural diversification; Monoculture; Environmental resource management; Food security; Unison; Ecosystem; Environmental planning; Economics; Ecology; Geography","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":[0.0001473413,0.00007908233,0.00006073749,0.000009545559,0.0006291844,0.0003592941,0.0001504127,0.00004131461,0.0005786639],"category_scores_gemma":[0.000007330463,0.00002360446,0.00002641872,0.0003819263,0.0002060395,0.000648087,0.0001251746,0.00009648939,0.00009744783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002466573,"about_ca_system_score_gemma":0.000004660797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001098561,"about_ca_topic_score_gemma":0.00004946403,"domain_scores_codex":[0.9992107,0.00001195272,0.00008494296,0.000301676,0.0002317458,0.0001589697],"domain_scores_gemma":[0.9998386,0.00005594051,0.00002847833,0.00001775569,0.00001551535,0.00004370311],"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":[0.000001570701,0.00001206592,0.0005610513,0.0000011605,0.000003726803,0.000002329094,0.0003110356,3.417925e-7,0.9132251,0.001536092,0.001010843,0.08333474],"study_design_scores_gemma":[0.00002826611,0.00004479535,0.8915922,0.00001040792,0.00001095033,0.000008079188,0.001970847,0.00004943156,0.00766465,0.0005087614,0.09795169,0.0001599098],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938785,0.000875016,5.638551e-7,0.003974511,0.0001704627,0.00005992565,0.0001261569,0.00005380502,0.0008611048],"genre_scores_gemma":[0.9990633,0.00007134541,0.00005584603,0.0001830288,0.0002538702,0.000002831083,0.00005342689,2.273061e-7,0.0003161618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9055604,"threshold_uncertainty_score":0.6335964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03298737620274809,"score_gpt":0.209631884572915,"score_spread":0.1766445083701669,"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."}}