{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00278326,0.0003805667,0.0003923111,0.0008775352,0.0004255912,0.001570265,0.0002709959,0.0004954613,0.003756085],"category_scores_gemma":[0.006426583,0.0001586954,0.0008939289,0.001429187,0.0008680534,0.001358104,0.002747269,0.0007695639,0.0001552251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008652874,"about_ca_system_score_gemma":0.000528178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002918335,"about_ca_topic_score_gemma":0.008419722,"domain_scores_codex":[0.9985883,0.0007017631,0.00008010882,0.0001701908,0.0001662547,0.0002933248],"domain_scores_gemma":[0.9946918,0.002419017,0.001398042,0.0005114911,0.0004781193,0.0005015958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002250629,0.0001624782,0.9056446,0.0002150131,0.001004352,0.0003508356,0.0007646037,0.02894458,0.001626335,0.01032164,0.0005629329,0.05017758],"study_design_scores_gemma":[0.0000169228,0.0002476537,0.973077,0.0000875539,0.0004490361,0.0001644682,0.001650073,0.006782697,0.0005950714,0.01307171,0.003834315,0.00002353104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909742,0.0004113318,0.001682537,0.0003843785,0.000006599519,0.00002844055,0.000543461,0.000007957792,0.005961009],"genre_scores_gemma":[0.9987558,0.0001162984,0.0006296217,0.00003140812,0.000005806008,0.00001122006,0.0001246759,0.000001613147,0.0003236252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003756085,"threshold_uncertainty_score":0.01471943,"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."}}