{"id":"W7117233104","doi":"10.21083/caree.v1i1.8949","title":"Navigating Change: Understanding Transformations in Rural Economic Development Knowledge Translation and Transfer","year":2025,"lang":"","type":"article","venue":"Canadian Agri-food & Rural Advisory Extension and Education Journal","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Rural management; Rural area; Rural economics; Knowledge economy; Rural sociology; Knowledge transfer; Rural development; Rural history","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01015491,0.0004404866,0.0004775993,0.002966767,0.0196837,0.01651112,0.002625943,0.002196032,0.00609398],"category_scores_gemma":[0.0171603,0.000386565,0.0004560926,0.004345919,0.03894866,0.01669757,0.0101141,0.003454262,0.0005424542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07893331,"about_ca_system_score_gemma":0.1122226,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.737438,"about_ca_topic_score_gemma":0.7712714,"domain_scores_codex":[0.9923508,0.003520016,0.0002472622,0.0006320925,0.001362768,0.001887099],"domain_scores_gemma":[0.9888017,0.005029912,0.0009783237,0.0008076142,0.002407823,0.001974629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001975479,0.00005548071,0.01385157,0.0003021866,0.000009710299,0.00067183,0.8589508,0.0003472787,0.00035697,0.0691786,0.005335918,0.05091996],"study_design_scores_gemma":[0.000006187166,0.00002219181,0.0145347,0.0005566795,0.0000108591,0.0001015632,0.8196434,0.0005124965,0.0001916155,0.03458655,0.1298082,0.00002552178],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4288393,0.005942586,0.01326381,0.1200965,0.0003725923,0.0004597442,0.000436853,0.0001945781,0.430394],"genre_scores_gemma":[0.9840295,0.002915507,0.003661835,0.001522218,0.00002247006,0.0001060869,0.0001065797,0.00005203383,0.007583798],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.262562,"threshold_uncertainty_score":0.5727039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06296945783394962,"score_gpt":0.2772367797224979,"score_spread":0.2142673218885482,"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."}}