{"id":"W3101232760","doi":"10.3390/su12229699","title":"Evaluating the Effectiveness of Picture-Based Agricultural Extension Lessons Developed Using Participatory Testing and Editing with Smallholder Women Farmers in Nepal","year":2020,"lang":"en","type":"article","venue":"Sustainability","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"International Development Research Centre; Canadian Mennonite University; University of Guelph","keywords":"Citizen journalism; Agricultural extension; Literacy; Participatory evaluation; Photovoice; Qualitative property; Comprehension; Sociology; Agriculture; Economic growth; Computer science; Social science; Economics; Pedagogy; 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":[0.01725634,0.0007716803,0.0005975059,0.0009346143,0.001895639,0.002069134,0.001822182,0.001243703,0.002706619],"category_scores_gemma":[0.04450477,0.0004556157,0.0004476025,0.0006961039,0.001773094,0.00211447,0.002604026,0.00113629,0.0002976782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0027955,"about_ca_system_score_gemma":0.004305351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002634905,"about_ca_topic_score_gemma":0.005975468,"domain_scores_codex":[0.9895571,0.007430242,0.000407114,0.0007632121,0.001052449,0.0007898322],"domain_scores_gemma":[0.9513656,0.04142807,0.002343014,0.00110469,0.002512902,0.001245782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003479837,0.02888878,0.05410612,0.006364594,0.0002872235,0.002315436,0.2448768,0.005221588,0.01967092,0.002345479,0.00125104,0.6311923],"study_design_scores_gemma":[0.004225518,0.1922231,0.3009587,0.00545275,0.001581352,0.001388391,0.3317282,0.01069617,0.08953892,0.009375875,0.05232655,0.0005043428],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925514,0.0001253124,0.001257769,0.0001816012,0.00001076921,0.002232291,0.00003985586,0.00001915998,0.003581863],"genre_scores_gemma":[0.9783232,0.0004793362,0.01533207,0.0002310398,0.00001324798,0.003710602,0.00006227406,0.00001132154,0.001836848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01725634,"threshold_uncertainty_score":0.09126133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1884653506633497,"score_gpt":0.3620047750643308,"score_spread":0.1735394244009811,"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."}}