{"id":"W4411207971","doi":"10.5539/jas.v17n7p1","title":"Farmers’ Academy: A Novel Farmers-Driven Strategy for Agricultural Education, Research and Extension","year":2025,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Extension (predicate logic); Agriculture; Agricultural extension; Agricultural economics; Agricultural science; Political science; Business; Geography; Computer science; Economics; Environmental science; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001197505,0.0001548544,0.0002187376,0.0001325785,0.001253716,0.0003369464,0.0006642858,0.00007988427,0.00001974515],"category_scores_gemma":[0.0005611455,0.00005081029,0.00008176004,0.003067151,0.0006299033,0.0008672023,0.0001918824,0.0003069135,0.000004058439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002079293,"about_ca_system_score_gemma":0.0002473553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006511789,"about_ca_topic_score_gemma":0.00003025613,"domain_scores_codex":[0.9980392,0.00003585481,0.0004466309,0.0003476776,0.000716477,0.0004141202],"domain_scores_gemma":[0.9952608,0.0003938891,0.0002806714,0.00003949584,0.003876942,0.0001481683],"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":[0.00002532238,0.0003492114,0.002816027,0.0000133418,0.00003068176,1.912268e-7,0.0002361649,0.00003733575,0.9135101,0.04163957,0.02270808,0.018634],"study_design_scores_gemma":[0.0001712153,0.000290432,0.9605215,0.0001035154,0.00001984615,0.00004734219,0.02469219,0.000005945312,0.002232054,0.001618894,0.01015634,0.0001407631],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749504,0.0004052075,0.000007715808,0.02148878,0.0005815298,0.0003628609,0.00001520563,0.00001227077,0.002176028],"genre_scores_gemma":[0.9962819,0.0001135083,0.0009939717,0.0002896175,0.0004439136,0.00002223513,0.000009185281,5.435491e-7,0.001845165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9577054,"threshold_uncertainty_score":0.9642698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1236374001077231,"score_gpt":0.3806044648869017,"score_spread":0.2569670647791786,"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."}}