{"id":"W4412625488","doi":"10.1016/j.indmarman.2025.07.004","title":"Resilience and fragility in creative industry clusters: Exploring the Birmingham Jewellery Quarter","year":2025,"lang":"en","type":"article","venue":"Industrial Marketing Management","topic":"Regional resilience and development","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Resilience (materials science); Fragility; Psychological resilience; Marketing; Economic geography; Business; Sociology; Psychology; Geography; Archaeology; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003214353,0.0001659344,0.0002590922,0.0003642544,0.0001923265,0.0001363731,0.0003091412,0.0001450171,0.0000684675],"category_scores_gemma":[0.0005741497,0.0001507165,0.00004642384,0.0006449883,0.0001263834,0.0002393627,0.0003278057,0.0005078043,0.00002629338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001932396,"about_ca_system_score_gemma":0.00002949268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002445967,"about_ca_topic_score_gemma":0.00002365639,"domain_scores_codex":[0.9983065,0.0001123197,0.0006245219,0.000531683,0.00008729872,0.0003376548],"domain_scores_gemma":[0.99905,0.0004054575,0.0001675263,0.0003122633,0.00001600235,0.00004871616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005731417,0.0001629292,0.8308307,0.0001245225,0.0001583189,0.00004741028,0.001232465,0.0008239566,0.000001606257,0.03590824,0.01931191,0.1108248],"study_design_scores_gemma":[0.001211324,0.00002912863,0.9034906,0.000470318,0.000008807981,0.000001013893,0.005072181,0.0007010936,0.00001872115,0.007885912,0.08082196,0.0002889482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8521804,0.0003189162,0.0002992502,0.00423625,0.0006128845,0.0005638624,0.000003637947,0.00002466458,0.1417601],"genre_scores_gemma":[0.9947249,0.0003007307,0.0002223604,0.000478919,0.0000669179,0.0001916479,0.000001377493,0.000007695981,0.004005454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1425445,"threshold_uncertainty_score":0.6146042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06231587160317019,"score_gpt":0.2471466362322964,"score_spread":0.1848307646291262,"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."}}