{"id":"W4294408702","doi":"10.29173/aar140","title":"Do we have a problem in rural educational research?","year":2022,"lang":"en","type":"article","venue":"Alberta Academic Review","topic":"Indigenous and Place-Based Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Rural area; Rural history; Government (linguistics); Rural management; Rural sociology; Population; Curiosity; Sociology; Theme (computing); Economic growth; Political science; Psychology; Geography; Rural development; Law; Demography; Economics; Computer science; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006173027,0.00008835411,0.0001844028,0.0001409664,0.001119776,0.00002721384,0.0005500809,0.00008332211,0.00980718],"category_scores_gemma":[0.0006915603,0.00008722793,0.00006041182,0.000898063,0.0001146495,0.0001644295,0.00007769301,0.001114202,0.0003568984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001066382,"about_ca_system_score_gemma":0.003476057,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04821479,"about_ca_topic_score_gemma":0.00603336,"domain_scores_codex":[0.9965673,0.001575385,0.000369236,0.0002388047,0.000720281,0.0005289831],"domain_scores_gemma":[0.9981601,0.001340032,0.0001164246,0.0001810965,0.00008651082,0.0001157854],"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":[0.00001608785,0.0002093582,0.04138505,0.000891758,0.00001670358,0.000001259939,0.1688989,0.00001320751,0.00002035998,0.2213854,0.4939276,0.07323429],"study_design_scores_gemma":[0.00006097573,0.00001932294,0.0003313867,0.001009678,0.000007432856,0.000003934761,0.005052489,0.000002300417,0.000001037434,0.01548453,0.9779165,0.0001104],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04181759,0.4404275,4.017203e-7,0.3538295,0.0005583033,0.002716132,0.000009738421,0.00001310488,0.1606277],"genre_scores_gemma":[0.2116553,0.6866903,0.000144693,0.004395009,0.0009792825,0.002152292,0.0001074504,0.00003139174,0.09384418],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4839889,"threshold_uncertainty_score":0.991098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09368855912461653,"score_gpt":0.4338521482317759,"score_spread":0.3401635891071593,"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."}}