{"id":"W4415586519","doi":"10.21083/crrf.v30i1.7483","title":"Putting Rural on the Agenda in Scotland","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":"Rural management; Corporate governance; Rural development; Politics; Rural area; Rural history; Rural sociology; Session (web analytics)","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":[],"consensus_categories":[],"category_scores_codex":[0.001123843,0.0002480792,0.0002562682,0.0001243227,0.001098614,0.0005266007,0.0006828853,0.0001716996,0.000242552],"category_scores_gemma":[0.001554023,0.0000990968,0.0001432601,0.002368374,0.000247656,0.0004719476,0.0001124402,0.0002373413,0.00001563355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001021218,"about_ca_system_score_gemma":0.0003124006,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03904754,"about_ca_topic_score_gemma":0.1140257,"domain_scores_codex":[0.998158,0.00006871354,0.0006635815,0.0002733344,0.0003711015,0.0004653079],"domain_scores_gemma":[0.9987414,0.0001403887,0.0003702535,0.00008048121,0.0005722221,0.00009519128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003851777,0.00005045849,0.7343765,0.0002683769,0.00003597632,2.521688e-7,0.0007844755,0.00003028798,0.003091394,0.1947699,0.01024722,0.05630659],"study_design_scores_gemma":[0.0002513053,0.00007481602,0.9300096,0.001410984,0.00003889319,0.000001397462,0.003354452,0.0006626001,0.00169578,0.03707408,0.02513288,0.0002931891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9159407,0.0001221416,7.251189e-7,0.07211735,0.0004757261,0.001242738,0.000008227097,0.0000131067,0.01007929],"genre_scores_gemma":[0.9943783,0.0001219819,0.000008224085,0.001158207,0.00007747146,0.00003135671,0.00003415055,0.00000259296,0.004187726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1956331,"threshold_uncertainty_score":0.9673515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01510276108899595,"score_gpt":0.232930363273021,"score_spread":0.2178276021840251,"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."}}