{"id":"W2068917997","doi":"10.1177/1350508409338434","title":"United in Diversity? Disciplinary Normalization in an EU Project","year":2009,"lang":"en","type":"article","venue":"Organization","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Normalization (sociology); Discipline; Diversity (politics); Diversity management; European union; Sociology; Limiting; Governmentality; Political science; Public relations; Social science; Business; Engineering; Politics; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003322006,0.00004344996,0.00005385125,0.000236838,0.0003690746,0.00003703065,0.0001329571,0.00007233083,0.00007796078],"category_scores_gemma":[0.000109509,0.0000513444,0.000005983144,0.002353942,0.00002499542,0.0007701803,0.00006084147,0.00005182417,0.00001150131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000149059,"about_ca_system_score_gemma":0.00006564489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002135812,"about_ca_topic_score_gemma":0.0047726,"domain_scores_codex":[0.9992813,0.000210219,0.00009016311,0.0001231076,0.0001674587,0.0001276829],"domain_scores_gemma":[0.9997647,0.000008267565,0.00003390308,0.00006579293,0.00009809911,0.00002926472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000632472,0.0001297662,0.9046876,0.000002626465,5.10346e-7,0.000003005303,0.08293417,0.0002214061,0.00006371321,0.01163033,0.00008027583,0.0002402736],"study_design_scores_gemma":[0.0002459479,0.00004029775,0.9836977,0.000007736349,0.000003042606,1.057203e-7,0.0143552,0.0002400732,0.00006017012,0.0009603684,0.0003000319,0.00008937134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946886,0.00000249231,0.0006045884,0.0009586748,0.00005323061,0.0001574626,0.000002069176,0.00005133696,0.003481573],"genre_scores_gemma":[0.9993858,0.00002070127,0.00006302013,0.0002268196,0.00003158965,1.893637e-7,0.000155093,0.000002448251,0.0001143915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07901006,"threshold_uncertainty_score":0.3228723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09871578772636276,"score_gpt":0.3216189030674569,"score_spread":0.2229031153410941,"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."}}