{"id":"W4408057453","doi":"10.2139/ssrn.5159376","title":"Advancing Socio-Economic Resilience through Technology and Policy","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Regional resilience and development","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Canada West","funders":"","keywords":"Resilience (materials science); Natural resource economics; Economics; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00276641,0.0004695854,0.0004453086,0.001276175,0.0006321119,0.004340987,0.0004921682,0.002549287,0.01684653],"category_scores_gemma":[0.01093287,0.0001525045,0.0003637778,0.001452056,0.003592842,0.007199508,0.003797541,0.001766754,0.001001337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002911467,"about_ca_system_score_gemma":0.003643223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003162607,"about_ca_topic_score_gemma":0.002368956,"domain_scores_codex":[0.999074,0.0004933672,0.00002486066,0.00009432529,0.000100591,0.0002127292],"domain_scores_gemma":[0.9951781,0.003148471,0.0005419941,0.0004844181,0.000297319,0.0003496995],"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":[0.00003546446,0.00004970525,0.001742966,0.0001578639,0.00003033748,0.000108547,0.0002902061,0.01205526,0.000328116,0.9491162,0.00570985,0.03037553],"study_design_scores_gemma":[0.0000087567,0.00002785263,0.001512374,0.0001431279,0.00001536421,0.00003220005,0.0006056099,0.005433334,0.0003497472,0.9607314,0.03112994,0.00001029308],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1479099,0.0191444,0.1699322,0.2558785,0.001101898,0.0001232731,0.0007952602,0.0006712561,0.4044433],"genre_scores_gemma":[0.9778395,0.007312477,0.005390008,0.001233806,0.0003808578,0.00004995696,0.00006014856,0.00004075385,0.007692699],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01684653,"threshold_uncertainty_score":0.05635726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01079497081911368,"score_gpt":0.2652818194519738,"score_spread":0.2544868486328601,"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."}}