{"id":"W632721839","doi":"","title":"Diversity and community : an interdisciplinary reader","year":2002,"lang":"en","type":"book","venue":"","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Citizenship; Multiculturalism; Diversity (politics); Dignity; Lesbian; Gender studies; Media studies; Anthropology; Political science; Politics; Law","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007341263,0.000113475,0.0001751847,0.00005478323,0.01083367,0.00003876324,0.0003323191,0.0002705208,0.002546332],"category_scores_gemma":[0.00001860658,0.0001143067,0.00004799202,0.00002575206,0.0004203301,0.000321415,0.002088429,0.0005065368,0.00005519522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000142889,"about_ca_system_score_gemma":0.00006530694,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01027097,"about_ca_topic_score_gemma":0.2176421,"domain_scores_codex":[0.9990986,0.0003522169,0.0001180542,0.0001522513,0.0001259559,0.0001529321],"domain_scores_gemma":[0.9993665,0.0001298287,0.00007018182,0.0002423667,0.00004965224,0.0001415001],"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":[0.000003611703,0.00007294458,0.003941063,0.00002502758,0.00002385415,0.000001600283,0.8112656,1.76605e-7,5.839203e-8,0.006788205,0.1761917,0.001686112],"study_design_scores_gemma":[0.0003541852,0.0002990963,0.02747844,0.000103518,0.0001272952,0.000002857888,0.1881862,0.00005759327,9.427851e-7,0.1665308,0.6158476,0.001011375],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04672791,0.00008551659,0.00002373615,0.0002957694,0.0001347655,0.0001358707,0.000008173287,0.00007075733,0.9525175],"genre_scores_gemma":[0.1059306,0.0002554737,0.00003421765,0.0001582455,0.0002824843,0.000001398399,0.00002732833,0.000006687172,0.8933035],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6230794,"threshold_uncertainty_score":0.9983655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08678261631769776,"score_gpt":0.3252363588536173,"score_spread":0.2384537425359195,"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."}}