{"id":"W152250587","doi":"","title":"Conceptualising Identity and Diversity: Overlaps, Intersections, and Processes","year":2003,"lang":"en","type":"article","venue":"Canadian ethnic studies","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identity (music); Diversity (politics); Sociology; Identification (biology); Humanities; Ethnology; Political science; Anthropology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002616635,0.00005138101,0.00008091812,0.0000786344,0.0008947102,0.00002237604,0.00004405795,0.00003475221,0.00006827968],"category_scores_gemma":[0.002390691,0.00005450923,0.000009008715,0.0002132923,0.0004986867,0.0001887201,0.0000294005,0.00005710411,0.000003981547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001359243,"about_ca_system_score_gemma":0.0004964781,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3318515,"about_ca_topic_score_gemma":0.9370773,"domain_scores_codex":[0.999499,0.00007953939,0.00005972944,0.0001145575,0.00007539563,0.0001718114],"domain_scores_gemma":[0.999469,0.000134197,0.00002395982,0.00004101832,0.0001180371,0.0002138017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001255327,0.000006981452,0.02436404,0.00006517651,0.00006776644,0.000003285254,0.8615097,2.355635e-7,0.000002250141,0.06766894,0.006392378,0.03991802],"study_design_scores_gemma":[0.0001911631,0.00001387553,0.09208433,0.00005125505,0.00003504824,0.000003257274,0.7377654,5.033256e-7,0.00001515085,0.004001908,0.1656489,0.0001892555],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8310899,0.1211803,0.00000532234,0.002855325,0.0009408938,0.0001852233,0.00001419002,0.00003583375,0.04369307],"genre_scores_gemma":[0.9811943,0.0149999,0.00002663089,0.001193176,0.00008056785,0.000003187397,4.212891e-7,0.000002730222,0.002499078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6052258,"threshold_uncertainty_score":0.6881478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.348670150072929,"score_gpt":0.515971391134842,"score_spread":0.167301241061913,"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."}}