{"id":"W4223970518","doi":"10.3390/jrfm15040178","title":"Enacting Economic Resilience: A Synthesis of Economic and Communication Frameworks","year":2022,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Regional resilience and development","field":"Economics, Econometrics and Finance","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resilience (materials science); Extant taxon; Conversation; Work (physics); Sociology; Management science; Economics; Positive economics; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001153139,0.00008453811,0.0003143679,0.0002880258,0.0002323463,0.00003218959,0.0002216002,0.0000455742,0.00006801596],"category_scores_gemma":[0.00008618926,0.0000937506,0.00006993737,0.00006591833,0.00006926782,0.0001753352,0.0002254819,0.0002698381,0.000006249868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001618664,"about_ca_system_score_gemma":0.00003374045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001108538,"about_ca_topic_score_gemma":0.00001226576,"domain_scores_codex":[0.9989671,0.0000306299,0.0006744032,0.0001559611,0.00004820663,0.0001237351],"domain_scores_gemma":[0.9986915,0.0001661574,0.0009275729,0.0001549916,0.00001142843,0.00004834244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002946352,0.0001294129,0.191974,0.00008080849,0.0000957298,0.00001748189,0.002520257,0.007252587,0.000002893255,0.518865,0.00224603,0.2765211],"study_design_scores_gemma":[0.001250098,0.0003537447,0.531951,0.0001363039,0.00006702477,0.00006734767,0.00448113,0.001973027,0.00007689887,0.2594994,0.1996791,0.0004649289],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857875,0.005337558,0.003853733,0.0003529996,0.0002872115,0.0001296437,0.0000354797,0.00000342312,0.004212419],"genre_scores_gemma":[0.9819815,0.01503736,0.002792318,0.00006385658,0.00003831711,0.00001234099,5.958115e-7,0.000006434881,0.00006731067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.339977,"threshold_uncertainty_score":0.3823039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01006817493949395,"score_gpt":0.216516185983221,"score_spread":0.2064480110437271,"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."}}