{"id":"W4407068870","doi":"10.18192/clg-cgl.v8i2.7374","title":"Arts Sector Research in Development","year":2025,"lang":"en","type":"article","venue":"Culture and Local Governance","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"The arts; Political science; Visual arts; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0004285192,0.00006952379,0.00009816076,0.00002117546,0.0003927839,0.00007204135,0.0001272344,0.0001156995,0.0001003394],"category_scores_gemma":[0.00006545051,0.00005342551,0.00001277433,0.0005228984,0.0002347211,0.0000911919,0.00006707892,0.0002543841,0.00001688762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002829414,"about_ca_system_score_gemma":0.0002973572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001948453,"about_ca_topic_score_gemma":0.01541332,"domain_scores_codex":[0.9990356,0.00005236592,0.0001314286,0.0001974524,0.0002874591,0.0002957088],"domain_scores_gemma":[0.9997393,0.00003679771,0.0000217517,0.00005869837,0.00007894462,0.00006442938],"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":[0.00003055394,0.00006073909,0.008027149,0.00003364574,0.00001524647,0.00002479051,0.01970897,0.000004490876,0.00006746477,0.162429,0.5623802,0.2472178],"study_design_scores_gemma":[0.0001456354,0.000006077083,0.02690637,0.000136328,7.749264e-7,2.701313e-7,0.005131938,0.00000251406,0.0003287698,0.0006483776,0.9666159,0.00007703877],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1556236,0.01193936,0.0002608594,0.03000737,0.0007655072,0.0007141724,0.000005584664,0.00007653868,0.800607],"genre_scores_gemma":[0.7663288,0.0006719278,0.0001379041,0.0003612367,0.00007993326,0.00002334695,0.000001772315,0.000002342661,0.2323928],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6107052,"threshold_uncertainty_score":0.8600997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08954700710179549,"score_gpt":0.3623450430347994,"score_spread":0.2727980359330039,"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."}}