{"id":"W4393229473","doi":"10.1016/j.heliyon.2024.e28576","title":"Farmers’ perceptions of sustainable agriculture in the Red River Delta, Vietnam","year":2024,"lang":"en","type":"article","venue":"Heliyon","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Environment Research Council; Sight Research UK; Global Challenges Research Fund; UK Research and Innovation","keywords":"Agriculture; Incentive; Sustainable agriculture; Sustainable development; Business; Food security; Socioeconomics; Natural resource economics; Economic growth; Geography; Political science; Economics","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002698068,0.00007918961,0.00006645748,0.00002752581,0.00008262531,0.00002239796,0.0001636537,0.00005013379,0.003795055],"category_scores_gemma":[0.0000281168,0.0000506028,0.00005612612,0.0003639543,0.0001994961,0.0001598615,0.00007058518,0.0001439926,0.0002181933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003167217,"about_ca_system_score_gemma":0.00001259381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002733951,"about_ca_topic_score_gemma":0.00008537056,"domain_scores_codex":[0.9991891,0.00008390407,0.0001396316,0.0001988205,0.0001965379,0.0001919699],"domain_scores_gemma":[0.999719,0.00003152282,0.00001716552,0.0001934152,0.000004531855,0.000034421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000259318,0.001053256,0.8357124,0.001143245,0.00001651398,0.00008244181,0.08970934,0.001712607,0.01908896,0.005937776,0.03910101,0.006416483],"study_design_scores_gemma":[0.00006952905,0.00003222402,0.8619691,0.00002206608,0.000009232305,0.000005915046,0.05663278,0.00003406041,0.0001216961,0.0004798827,0.08054175,0.00008177679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808617,0.0004451497,0.00005110632,0.002554609,0.0000570068,0.0003198373,0.000004436602,0.00001876056,0.01568743],"genre_scores_gemma":[0.9913545,0.0002323749,0.0001033584,0.0002559642,0.00001720797,0.00004407998,0.000009327784,0.000005145665,0.007978092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04144074,"threshold_uncertainty_score":0.9971156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005323120978858524,"score_gpt":0.2369390634716008,"score_spread":0.2316159424927422,"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."}}