{"id":"W4415586864","doi":"10.21083/crrf.v34i1.7791","title":"The State of Rural Canada: Alberta","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":"","funders":"University of Alberta; Government of Alberta","keywords":"State (computer science); Population; Rural population; Rural area; Diversity (politics); Politics; Work (physics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002895587,0.000297432,0.0001830998,0.001159288,0.007360936,0.003451653,0.0008622642,0.0005948404,0.02265676],"category_scores_gemma":[0.0005698536,0.0001914329,0.0001538775,0.003613763,0.001039237,0.0005516213,0.001255971,0.0007473461,0.001496141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0575003,"about_ca_system_score_gemma":0.095865,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9962134,"about_ca_topic_score_gemma":0.9985918,"domain_scores_codex":[0.9994741,0.00002034206,0.000006979445,0.00004924439,0.0002022118,0.0002471159],"domain_scores_gemma":[0.9995477,0.00002666208,0.00001789992,0.000009072555,0.0002396025,0.0001591285],"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":[0.0000933537,0.00005007559,0.03114166,0.0006993153,0.00001977432,0.001682773,0.0124753,0.00136419,0.001193906,0.09880421,0.5999469,0.2525286],"study_design_scores_gemma":[0.000006641012,0.000008947151,0.04000679,0.000222062,0.000009559737,0.0001884741,0.009615551,0.0002593784,0.0001597102,0.001388926,0.9480991,0.00003484476],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07770099,0.02524351,0.00140738,0.02237056,0.001305981,0.0001890392,0.01327725,0.0003371299,0.8581681],"genre_scores_gemma":[0.3745769,0.020782,0.002429819,0.003839321,0.00015819,0.0000819573,0.005324663,0.0001451425,0.5926619],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0575003,"threshold_uncertainty_score":0.4171959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005904856270025193,"score_gpt":0.2014941936702431,"score_spread":0.1955893374002179,"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."}}