{"id":"W4285394460","doi":"10.1080/21681376.2022.2092418","title":"Regional economic resilience: towards a system approach","year":2022,"lang":"en","type":"article","venue":"Regional Studies Regional Science","topic":"Regional resilience and development","field":"Economics, Econometrics and Finance","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Socio-ecological system; Context (archaeology); Resilience (materials science); Shock (circulatory); Function (biology); CLARITY; Conceptual framework; Economics; Economic system; Environmental resource management; Computer science; Sociology; Geography; Social 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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002664152,0.0004298844,0.0007682219,0.0007375079,0.003094275,0.0001328938,0.00183543,0.00007338447,0.000117558],"category_scores_gemma":[0.0001108814,0.0004408656,0.00033073,0.001519499,0.00239073,0.0006704067,0.001079696,0.0004027438,0.0004736486],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004029848,"about_ca_system_score_gemma":0.001050071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003859984,"about_ca_topic_score_gemma":0.000009633305,"domain_scores_codex":[0.9950006,0.00006477348,0.001066644,0.001801416,0.0009922831,0.001074302],"domain_scores_gemma":[0.9980387,0.0001689408,0.0006579829,0.0005831178,0.0001882947,0.000362947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001023246,0.0001571373,0.003408547,0.00005183279,0.000108717,0.00002713624,0.001028801,0.005795492,0.00003674609,0.9165325,0.07208323,0.0006675827],"study_design_scores_gemma":[0.001214139,0.0003308434,0.0392551,0.00007341155,0.00001588473,0.001184469,0.0147205,0.007918443,0.0000241654,0.04431364,0.8894461,0.001503339],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4933489,0.07696352,0.005082003,0.04700459,0.0057643,0.00325893,0.0003725687,0.0008933487,0.3673118],"genre_scores_gemma":[0.9859404,0.001729633,0.003243673,0.002490314,0.0004220565,0.000718552,0.00003518153,0.00004292322,0.005377277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8722188,"threshold_uncertainty_score":0.9998043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1007258645773391,"score_gpt":0.2865327535262265,"score_spread":0.1858068889488874,"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."}}