{"id":"W4417151008","doi":"10.21083/crrf.v37i1.8726","title":"Adapting to Change: Evolving Roles and Knowledge Needs of Rural Economic Development Practitioners in Ontario","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","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; Rural development; Rural sociology; Rural history; Survey data collection; Knowledge economy","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":[0.004848646,0.0001782507,0.0004159622,0.001091825,0.01468763,0.006080988,0.001494305,0.001456983,0.004830579],"category_scores_gemma":[0.01034247,0.0004492448,0.0002162832,0.002476221,0.004122075,0.0029031,0.004050125,0.001625741,0.0003500019],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05038438,"about_ca_system_score_gemma":0.1460023,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9306754,"about_ca_topic_score_gemma":0.9782729,"domain_scores_codex":[0.9954449,0.001019319,0.0001787493,0.000307298,0.001122923,0.001926845],"domain_scores_gemma":[0.9850841,0.002673329,0.001037907,0.0002284677,0.003668155,0.007308071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007820163,0.0001428798,0.09668963,0.0004113745,0.00001534315,0.001875346,0.8362564,0.000101698,0.001149121,0.001921366,0.01046554,0.0508931],"study_design_scores_gemma":[0.00001269424,0.0000560248,0.06612483,0.0002581558,0.000009299785,0.0001838721,0.8901368,0.0002222386,0.00007476162,0.0004396621,0.04245103,0.00003053682],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9492937,0.001474366,0.0002631706,0.02824844,0.00008959967,0.0001504386,0.0001587919,0.00002258861,0.02029885],"genre_scores_gemma":[0.9853311,0.002276134,0.0007261083,0.002574594,0.00001445379,0.0000951342,0.00009424105,0.00001287721,0.008875499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9496156,"threshold_uncertainty_score":0.365566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01964355078918069,"score_gpt":0.2391911106735811,"score_spread":0.2195475598844004,"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."}}