{"id":"W3107462459","doi":"10.1007/978-981-15-6623-3_3","title":"Small Villages and Socio-Economic Change in Resource Peripheries: A View from Northern Sweden","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas University","funders":"","keywords":"Resource (disambiguation); Geography; Economic geography; Natural resource economics; Socioeconomics; Economics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0001070546,0.0003002999,0.0004460381,0.000008386311,0.0000950043,0.0000829554,0.000223437,0.0002851751,0.002841657],"category_scores_gemma":[0.00001106685,0.0001179538,0.00009925997,0.00002142717,0.00009934256,0.00006945512,0.0002249381,0.0001861618,0.0001038377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001297117,"about_ca_system_score_gemma":0.00001778606,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002677463,"about_ca_topic_score_gemma":0.03844116,"domain_scores_codex":[0.9988261,0.00002866874,0.0002971005,0.0005464876,0.00009058027,0.0002110305],"domain_scores_gemma":[0.999594,0.0001192793,0.00009533094,0.00005847277,0.0000209314,0.0001120033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001386694,0.00002895102,0.1119685,0.0001451169,0.0001209052,0.00009416971,0.004163509,2.309796e-7,0.0003772323,0.007821955,0.002260073,0.8728806],"study_design_scores_gemma":[0.0001255727,0.0001106711,0.1519105,0.00008560285,0.00001426525,0.000001170829,0.001240903,0.000007892555,0.000005672409,0.01085339,0.8350738,0.0005705368],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7246965,0.003615048,1.275883e-7,0.02063695,0.00009222354,0.0009682793,0.0001460992,0.0001399495,0.2497048],"genre_scores_gemma":[0.6004087,0.005183904,0.0001415286,0.005643069,0.001919726,0.0001418094,0.001106418,0.00001632478,0.3854385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8723101,"threshold_uncertainty_score":0.9980699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04326260729599896,"score_gpt":0.20820918737974,"score_spread":0.1649465800837411,"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."}}