{"id":"W2002734770","doi":"10.1386/cij.2.1.73/1","title":"Creative knowledge workers and location in Europe and North America: a comparative review","year":2009,"lang":"en","type":"review","venue":"Creative Industries Journal","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; George Mason University","keywords":"Creative class; Creativity; Context (archaeology); Order (exchange); Creative industries; Human capital; Capital (architecture); Sociology; Economic geography; Knowledge economy; Work (physics); Quality (philosophy); Economic growth; Economy; Political science; Economics; Geography; Law; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007396921,0.0005272631,0.001955397,0.000204815,0.0008340154,0.0003497553,0.0002883216,0.0003483435,0.0002744599],"category_scores_gemma":[0.001333274,0.0003876436,0.00007989066,0.003852137,0.001190558,0.0004343322,0.0001069512,0.00182138,0.00002231919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006610203,"about_ca_system_score_gemma":0.003093148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004982427,"about_ca_topic_score_gemma":0.0008860859,"domain_scores_codex":[0.9963817,0.001442984,0.0009200987,0.0004430257,0.0003327004,0.0004795044],"domain_scores_gemma":[0.9970908,0.0003712295,0.0009440996,0.0001214647,0.001088328,0.0003841125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007522455,0.0000384505,0.0002500248,0.0005857354,0.0001089008,0.00002507331,0.007930675,3.182741e-7,1.651544e-9,0.00005209958,0.1253118,0.8656895],"study_design_scores_gemma":[0.0001740896,0.0001314694,0.0007818553,0.04977027,0.0003258575,0.00005445836,0.01281649,2.947386e-7,4.783069e-8,0.00001237977,0.935528,0.000404819],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000682262,0.9738681,0.000007839322,0.0009095797,0.00009506197,0.001070058,0.00002173669,0.00001871168,0.0239407],"genre_scores_gemma":[0.00002158102,0.9799575,0.00005220461,0.00008452062,0.0003264198,0.00004755432,0.00005606737,0.0000172538,0.01943694],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8652846,"threshold_uncertainty_score":0.9998575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1937656515768229,"score_gpt":0.4006267323396021,"score_spread":0.2068610807627791,"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."}}