{"id":"W3150604024","doi":"","title":"Winds of Change: A Neo-Design Approach to the Regeneration of Regions","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Regeneration (biology); Repurposing; Variety (cybernetics); Competence (human resources); Economic geography; Political science; Geography; Economics; Ecology; Management; Computer science; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.002271261,0.00009410466,0.0001590193,0.0002022512,0.0001668787,0.00002049498,0.0003489527,0.00008593014,0.000008567689],"category_scores_gemma":[0.00005716152,0.00006713607,0.00005330068,0.0007432873,0.0000535682,0.0002433749,0.000085327,0.0005965878,0.00002012753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000120137,"about_ca_system_score_gemma":0.0002411668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003831946,"about_ca_topic_score_gemma":0.00002625199,"domain_scores_codex":[0.9988259,0.00002771998,0.0002556672,0.0001194154,0.0001946015,0.0005766729],"domain_scores_gemma":[0.9993019,0.00001459764,0.0003041551,0.0001619337,0.0002138166,0.000003650574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003330966,0.0000554406,0.001060358,0.0000164666,0.00007222945,8.689435e-8,0.0003562084,0.00009123627,0.000431701,0.9895349,0.0005661853,0.007781864],"study_design_scores_gemma":[0.00128608,0.0002502986,0.006202649,0.00008584121,0.0001150185,0.00004311029,0.01413083,0.002473895,0.002866474,0.9540726,0.01798682,0.0004863672],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4071298,0.001019431,0.5389978,0.01485408,0.0008022403,0.001946603,0.000001170668,0.00008277233,0.03516601],"genre_scores_gemma":[0.9973812,0.00008175468,0.0008782332,0.0004762599,0.0004401309,0.00002599574,0.000004118032,0.00001229698,0.0006999997],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5902514,"threshold_uncertainty_score":0.273773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04771385697554308,"score_gpt":0.2372360826499757,"score_spread":0.1895222256744326,"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."}}