{"id":"W4361218850","doi":"10.1080/00343404.2023.2181951","title":"Deconstructing cluster identity: place branding and trademarking by cluster organizations","year":2023,"lang":"en","type":"article","venue":"Regional Studies","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Eusko Jaurlaritza; Regional Studies Association","keywords":"Cluster (spacecraft); Identity (music); Context (archaeology); Similarity (geometry); Place branding; Taxonomy (biology); Cluster development; Economic geography; Sociology; Geography; Computer science; Tourism; Artificial intelligence; Ecology; Engineering; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003006785,0.0001305418,0.0001594616,0.0002049804,0.000695244,0.0002484449,0.00007663441,0.00005124119,0.00002125724],"category_scores_gemma":[0.0002158882,0.0001206822,0.000021136,0.001460549,0.0001089446,0.001789214,0.0001720202,0.00008734204,0.00006316067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002278653,"about_ca_system_score_gemma":0.000009227608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000395598,"about_ca_topic_score_gemma":0.00005978772,"domain_scores_codex":[0.9991801,0.000007709948,0.0002180908,0.000218255,0.0001789172,0.0001969021],"domain_scores_gemma":[0.9994634,0.0001141024,0.000133349,0.00006248145,0.0002207258,0.000005894395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008996416,0.00006118671,0.2945337,0.001330523,0.0005806309,0.0000136302,0.001226705,0.0006367142,0.001645673,0.2865964,0.4052076,0.0080773],"study_design_scores_gemma":[0.008149212,0.00003481587,0.2882474,0.001858104,0.0006883234,0.0001613513,0.03643661,0.04433257,0.000212759,0.1005417,0.5161957,0.00314148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751912,0.0008710034,0.001233263,0.01969779,0.0005117743,0.0001953604,0.000002037367,0.0002931354,0.002004406],"genre_scores_gemma":[0.9959759,0.0003107494,0.0000948715,0.00243642,0.0007019322,0.00001318344,0.00005448061,0.00002376165,0.0003887225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1860547,"threshold_uncertainty_score":0.5347325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04553449772920778,"score_gpt":0.2776901969666049,"score_spread":0.2321556992373971,"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."}}