{"id":"W4408764410","doi":"10.21083/ruralreview.v9i1.8299","title":"Building Resilience Through Community Champions: The Role of Local Leaders for Rural Economic Development Capacity and Diversification","year":2025,"lang":"en","type":"article","venue":"Rural Review Ontario Rural Planning Development and Policy","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Prince Edward Island","funders":"","keywords":"Diversification (marketing strategy); Resilience (materials science); Capacity building; Economic geography; Environmental planning; Environmental resource management; Business; Economic system; Economic growth; Geography; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003600589,0.0002435951,0.0002617362,0.0009043174,0.002339795,0.003627592,0.0009639917,0.001608551,0.005538436],"category_scores_gemma":[0.004928493,0.0001492092,0.0002789587,0.0008589154,0.004454601,0.002954923,0.003673102,0.001580555,0.0004812266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004093871,"about_ca_system_score_gemma":0.01083409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008538795,"about_ca_topic_score_gemma":0.02370984,"domain_scores_codex":[0.9982209,0.001202853,0.00003054921,0.00008719989,0.0001370663,0.000321416],"domain_scores_gemma":[0.9962983,0.001434383,0.0004133376,0.00009343515,0.0007072823,0.001053381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001099798,0.0003432732,0.009699569,0.007263055,0.00007545269,0.001588784,0.07357972,0.001077365,0.001420478,0.2864338,0.06310473,0.5553038],"study_design_scores_gemma":[0.00007311174,0.0004279765,0.02491981,0.01198838,0.0001182618,0.0006711244,0.1334394,0.0009162801,0.001022955,0.06143895,0.764908,0.00007588915],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2037303,0.2577735,0.01007546,0.3259727,0.002008997,0.0004543573,0.0001160278,0.0001944546,0.1996742],"genre_scores_gemma":[0.900526,0.07683226,0.003455539,0.006099103,0.0002916903,0.0001715354,0.00003710718,0.00002638852,0.01256043],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008538795,"threshold_uncertainty_score":0.02970326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03697146353169057,"score_gpt":0.2882086063766308,"score_spread":0.2512371428449402,"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."}}