{"id":"W4389791115","doi":"10.51594/ijae.v5i9.646","title":"THE FOURTH INDUSTRIAL REVOLUTION AND ITS IMPACT ON AGRICULTURAL ECONOMICS: PREPARING FOR THE FUTURE IN DEVELOPING COUNTRIES","year":2023,"lang":"en","type":"article","venue":"International Journal of Advanced Economics","topic":"Economic and Technological Innovation","field":"Economics, Econometrics and Finance","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Developing country; Transformative learning; Agriculture; Sustainability; Work (physics); Industrial Revolution; Relevance (law); Economics; Business; Economic growth; Political science; Engineering; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.0008631609,0.0001264991,0.0002427115,0.0002201777,0.0001499304,0.0001546789,0.0004099163,0.0001080462,0.000004804846],"category_scores_gemma":[0.0002040705,0.00008489578,0.0001093252,0.00009986377,0.0000426743,0.0005050764,0.00006987179,0.0002162904,0.00001841991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006104093,"about_ca_system_score_gemma":0.00004838684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005323778,"about_ca_topic_score_gemma":0.00005511448,"domain_scores_codex":[0.9987487,0.000006864117,0.0008499922,0.000179906,0.00002003186,0.0001944595],"domain_scores_gemma":[0.9984395,0.0004250245,0.0009152112,0.00009506612,0.00009878796,0.00002642446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002919678,0.00001045759,0.008989722,0.000002567577,0.0001586711,6.859376e-7,0.00009890991,0.04025712,0.000003723032,0.9359206,0.0007949431,0.01347063],"study_design_scores_gemma":[0.004062479,0.0003536971,0.2096272,0.00008398061,0.0000118099,0.00006427839,0.001344357,0.02953739,0.0002877026,0.299061,0.4550703,0.0004957312],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831586,0.0009488184,0.0002464488,0.01284349,0.002200076,0.0002360094,0.00007929829,0.00001439946,0.0002728651],"genre_scores_gemma":[0.9838037,0.014729,0.0002780781,0.000237937,0.0008210072,0.00002474533,0.00001144354,0.00001195851,0.00008206952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6368595,"threshold_uncertainty_score":0.3461949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03857598912338017,"score_gpt":0.2743502770224666,"score_spread":0.2357742878990864,"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."}}