{"id":"W4388506639","doi":"10.59490/abe.2017.12.3617","title":"Is diversity our strength?","year":2018,"lang":"en","type":"article","venue":"Architecture and the Built Environment","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Thriving; Race (biology); Sociology; Cultural diversity; Gender studies; Population; Political science; Social science; Anthropology","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":[0.0002934477,0.00006898236,0.00006961753,0.00001884251,0.001132078,0.00002998445,0.0001424138,0.00004294323,0.0002322203],"category_scores_gemma":[0.00002474432,0.00004145032,0.00004149726,0.00003509022,0.0003814956,0.00004585414,0.0001098266,0.00007879622,0.00007229694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000230428,"about_ca_system_score_gemma":0.00001058221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002157737,"about_ca_topic_score_gemma":0.004132233,"domain_scores_codex":[0.9993075,0.0001296403,0.00007112181,0.0001386866,0.000220519,0.0001325665],"domain_scores_gemma":[0.9997266,0.00003234383,0.00003671952,0.0001453202,0.00000685195,0.00005217401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002559982,0.0001335472,0.02270295,0.000008641528,0.0001324943,0.000001668315,0.6888376,0.00002521332,0.0003777592,0.09717229,0.02436525,0.1659866],"study_design_scores_gemma":[0.0006803519,0.00009920287,0.01902738,0.000007141906,0.00004351095,0.000001226237,0.005626782,0.00006017747,0.000870362,0.04521895,0.928214,0.000150909],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9591874,0.0002994908,0.001932513,0.01646139,0.0001645181,0.0002867802,0.000009284606,0.00002811667,0.02163046],"genre_scores_gemma":[0.9946189,0.0004327849,0.0001827227,0.0009631154,0.0004067506,0.000004439866,0.000002399271,0.00000300308,0.003385896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9038488,"threshold_uncertainty_score":0.8707147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01321294787773202,"score_gpt":0.2537034502498553,"score_spread":0.2404905023721233,"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."}}