{"id":"W4327996513","doi":"10.5281/zenodo.7755350","title":"Advancing Participatory Technology Development: Case Studies on Integration into Agricultural Research, Extension and Education","year":2003,"lang":"en","type":"book","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Human Resource Development; International Fund for Agricultural Development; Consortium of International Agricultural Research Centers; World Agroforestry Centre; European Commission; Overseas Development Institute; International Development Research Centre; Centre de Coopération Internationale en Recherche Agronomique pour le Développement; United Nations Development Programme; Đại học Huế; Kentucky Agricultural Experiment Station","keywords":"Extension (predicate logic); Citizen journalism; Agriculture; Participatory action research; Agricultural extension; Research development; Participatory development; Political science; Geography; Computer science; Economic growth; Economics; Biology; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001219137,0.0002414504,0.0002315984,0.000299833,0.005062608,0.0003475315,0.000371202,0.0001813008,0.0007422029],"category_scores_gemma":[0.002140278,0.0001292277,0.00003268549,0.0008882129,0.0004375967,0.0002192737,0.0007583112,0.0005646838,0.001276878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007715285,"about_ca_system_score_gemma":0.00003126399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007465298,"about_ca_topic_score_gemma":0.00001276049,"domain_scores_codex":[0.9978303,0.0003222485,0.0003896364,0.000646411,0.0004504531,0.0003609633],"domain_scores_gemma":[0.9963967,0.0001488188,0.0002064647,0.0001552338,0.002977525,0.0001152432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002275138,0.0002486249,0.000001739532,0.00008384954,0.0000934893,0.00003244394,0.003566926,0.000004218708,0.00664745,0.03706035,0.5748725,0.3773656],"study_design_scores_gemma":[0.0000808988,0.0002949703,0.0002134658,0.0002796858,0.00002001325,0.0003861751,0.0174845,0.000002947386,0.0005422354,0.00593845,0.9744779,0.0002786975],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6222268,0.002793358,0.00001432342,0.005805386,0.001065258,0.002177308,0.0001517079,0.001046509,0.3647194],"genre_scores_gemma":[0.6556092,0.001566304,0.002218246,0.0008397118,0.001566088,0.000007835097,0.01083503,0.0004440164,0.3269136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3996055,"threshold_uncertainty_score":0.9995008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1071930674676295,"score_gpt":0.3166696354538773,"score_spread":0.2094765679862478,"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."}}