{"id":"W2258810270","doi":"","title":"Observations on Rural Policy And Applied Research: Brandon University's Rural Development Institute","year":2012,"lang":"en","type":"article","venue":"Journal of rural and community development","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University","funders":"","keywords":"Rural development; Political science; Economic growth; Regional science; Sociology; Public administration; Economics; Geography; Agriculture","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002295934,0.0002079957,0.0003013254,0.0001268233,0.002124214,0.00009855848,0.0003825983,0.0001044383,0.00002192835],"category_scores_gemma":[0.0001416579,0.00009668426,0.00005042208,0.0005312554,0.0002308449,0.0005698082,0.0003999486,0.0008176405,0.00000742544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003531716,"about_ca_system_score_gemma":0.0001992224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003089567,"about_ca_topic_score_gemma":0.000369789,"domain_scores_codex":[0.9980326,0.000454193,0.0004425898,0.00006883532,0.0004833988,0.0005183487],"domain_scores_gemma":[0.998651,0.0004582306,0.0001770641,0.0000740867,0.000280043,0.0003596021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008115755,0.0009627157,0.132104,0.00008344537,0.0001803149,0.000006803762,0.02587367,0.00000448103,0.01301829,0.009187811,0.001061759,0.8167051],"study_design_scores_gemma":[0.0005017318,0.0001494592,0.8827753,0.00009460792,0.000006711192,0.0000296752,0.03498997,4.458753e-7,0.001006219,0.0005052839,0.07972516,0.0002154274],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995765,0.0001488667,0.000003423733,0.002736485,0.0001099056,0.0002095789,0.000002160498,0.00002024927,0.001004347],"genre_scores_gemma":[0.9978865,0.0002684406,0.0006685517,0.0001837295,0.0001488488,0.000003222757,0.00003039206,0.000001642468,0.0008086846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8164897,"threshold_uncertainty_score":0.9991749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09077493327238952,"score_gpt":0.2771145374087193,"score_spread":0.1863396041363298,"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."}}