{"id":"W4415586491","doi":"10.21083/crrf.v30i1.7472","title":"Understanding Canadian Rural Research Centres","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":"","keywords":"Vitality; Leverage (statistics); Sustainability; Rural management; Work (physics); Rural area; Rural history; Rural sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001862718,0.0003101326,0.0003372715,0.0004751175,0.003714258,0.001137189,0.000985309,0.0003530809,0.0006738286],"category_scores_gemma":[0.001713909,0.0001656796,0.0001916006,0.004553978,0.0006474548,0.0009162297,0.0001576039,0.000399288,0.00003389843],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008460298,"about_ca_system_score_gemma":0.002224788,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8104404,"about_ca_topic_score_gemma":0.9630203,"domain_scores_codex":[0.9968039,0.0001200386,0.0007557609,0.0004094794,0.0007597061,0.001151129],"domain_scores_gemma":[0.9967265,0.0001288631,0.0002886506,0.0001118841,0.002140473,0.0006036088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002628357,0.00002661376,0.4343989,0.000345086,0.00006222335,4.137179e-7,0.0006233757,0.00001023502,0.001601101,0.5077405,0.04688737,0.008277928],"study_design_scores_gemma":[0.0004453792,0.000136381,0.6500461,0.002025554,0.0001149621,0.000004683248,0.02585006,0.000746256,0.001367897,0.1542727,0.1642056,0.0007844578],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8108191,0.000577208,0.000006123934,0.1131428,0.001712294,0.002900316,0.00006501739,0.00004221128,0.07073484],"genre_scores_gemma":[0.988313,0.0002665676,0.00001064622,0.0003959219,0.000137079,0.00002484213,0.0001136191,0.000004813662,0.01073353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3534678,"threshold_uncertainty_score":0.9998997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07760155975288038,"score_gpt":0.2923325313788924,"score_spread":0.214730971626012,"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."}}