{"id":"W7101406157","doi":"10.21083/crrf.v27i1.8610","title":"Building communities with new rural regions in Manitoba","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":"Brandon University","funders":"","keywords":"Legislation; Government (linguistics); Population; Rural area; Intervention (counseling); Scale (ratio); Fell","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":[0.00292772,0.0003749981,0.0002105947,0.00102579,0.01486829,0.003229897,0.002174156,0.0008258121,0.008808943],"category_scores_gemma":[0.002623045,0.000477761,0.0002978849,0.001087971,0.003790631,0.001410414,0.009637865,0.001038952,0.0007297081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01566227,"about_ca_system_score_gemma":0.04598125,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.453177,"about_ca_topic_score_gemma":0.8814893,"domain_scores_codex":[0.9986377,0.0005585768,0.0000224278,0.0001316182,0.0001679522,0.0004817084],"domain_scores_gemma":[0.9972836,0.000305355,0.0001369915,0.0001774059,0.0004891212,0.001607604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004100546,0.001849648,0.1567392,0.0008981901,0.0001259049,0.01094233,0.4881427,0.001975216,0.01434863,0.05108316,0.02925845,0.2442265],"study_design_scores_gemma":[0.00008205311,0.0005162123,0.1160235,0.0005426077,0.00006656966,0.001137025,0.5263689,0.001039622,0.0013239,0.004033324,0.3488012,0.00006513998],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9382008,0.001211905,0.002726014,0.005528148,0.0001580583,0.0009799671,0.0001740211,0.0001387306,0.05088245],"genre_scores_gemma":[0.9555009,0.0008691611,0.01174825,0.001133103,0.00002682536,0.0004375828,0.0001817877,0.0000348396,0.0300675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.546823,"threshold_uncertainty_score":0.9010785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709400929109111,"score_gpt":0.2285636662727761,"score_spread":0.211469656981685,"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."}}