{"id":"W4414966229","doi":"10.26565/1992-2337-2025-1-04","title":"Improving the conceptual approaches of the state to the national resilience system","year":2025,"lang":"en","type":"article","venue":"State Formation","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resilience (materials science); Context (archaeology); National security; Crisis management; Conceptual framework; General partnership; State (computer science); Adaptability; Civil defense","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005751757,0.000645969,0.0004572351,0.003492012,0.005240753,0.01031053,0.00181234,0.002691497,0.005142967],"category_scores_gemma":[0.004795613,0.0002646534,0.0007419799,0.002977194,0.03675141,0.01395288,0.007641147,0.00588205,0.0004003482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01576146,"about_ca_system_score_gemma":0.007943745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008643556,"about_ca_topic_score_gemma":0.008457155,"domain_scores_codex":[0.9942675,0.004226904,0.0001665373,0.0004700236,0.0005121841,0.000356956],"domain_scores_gemma":[0.9974711,0.001354097,0.0002529105,0.0003142175,0.0003591226,0.0002485504],"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":[0.00000116676,0.000003586778,0.00006773126,0.00001471183,0.000001077628,0.00001970609,0.00297363,0.0003654028,0.00001371882,0.9949369,0.0002325691,0.001369806],"study_design_scores_gemma":[0.000004026912,0.00001728212,0.0003693051,0.0003588342,0.000007294049,0.00009531937,0.01379139,0.002488824,0.0001039142,0.8717344,0.1110116,0.00001782459],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06476188,0.01519055,0.2134825,0.07334416,0.001783782,0.0001722579,0.0001356684,0.0001558792,0.6309734],"genre_scores_gemma":[0.9574197,0.00563749,0.02334195,0.002071796,0.0002843839,0.0002477169,0.00008042758,0.00006409446,0.01085252],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01576146,"threshold_uncertainty_score":0.1143579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02134851274487046,"score_gpt":0.2203094528980017,"score_spread":0.1989609401531313,"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."}}