{"id":"W4415088477","doi":"10.32920/30338023","title":"The Network of excellence on Regional Liveable Diversity","year":2025,"lang":"en","type":"article","venue":"","topic":"Regional Development and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metropolitan area; Diversity (politics); Excellence; Ethnic group; Inclusion (mineral); Regional policy; Table (database); Focus group","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":[0.0003370031,0.00002802365,0.00003989041,0.000007928526,0.001216116,0.00001266969,0.0002316333,0.00002553767,0.00007414741],"category_scores_gemma":[0.00004718059,0.00001848888,0.00002872972,0.000209465,0.0002111016,0.00002938555,0.0000936673,0.00003400572,0.00002684523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002723945,"about_ca_system_score_gemma":0.0001557796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002439392,"about_ca_topic_score_gemma":0.0007246319,"domain_scores_codex":[0.9995224,0.00005199923,0.00005528338,0.00005815445,0.0001841888,0.000127944],"domain_scores_gemma":[0.999451,0.0003953157,0.00002366212,0.00006146223,0.00004704843,0.00002144496],"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":[0.000006839784,0.000005188097,0.01722936,8.03436e-7,0.000005668316,1.14292e-7,0.0008027887,0.00001021297,3.693428e-7,0.6854639,0.2951798,0.001294885],"study_design_scores_gemma":[0.00004370577,0.000006489856,0.05421252,0.00001791572,0.000001940168,1.464859e-8,0.0006730454,0.0000047461,0.000009050738,0.05937934,0.8856217,0.00002948672],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02489755,0.0001178587,0.00004347575,0.02436635,0.0002517748,0.00007069448,1.75687e-7,0.00001540101,0.9502367],"genre_scores_gemma":[0.7525395,0.0009945189,0.00008769278,0.001151946,0.0001163332,0.00000142755,3.239057e-7,7.190123e-7,0.2451076],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7276419,"threshold_uncertainty_score":0.9353505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03986899324617133,"score_gpt":0.31731823128363,"score_spread":0.2774492380374587,"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."}}