{"id":"W2794425184","doi":"10.1108/edi-04-2017-0093","title":"Between the corporation and the closet","year":2018,"lang":"en","type":"article","venue":"Equality Diversity and Inclusion An International Journal","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Toronto Metropolitan University; McMaster University; Royal Roads University","funders":"","keywords":"Closet; Originality; Diversity (politics); Sociology; Corporation; Human sexuality; Public relations; Engineering ethics; Value (mathematics); Publicity; Transgender; Gender studies; Political science; Social science; Law; Engineering; Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002319481,0.000076768,0.0001003765,0.00006901685,0.008703469,0.000157222,0.0005350816,0.00007251009,0.0004734616],"category_scores_gemma":[0.0000875365,0.00004582252,0.00004415057,0.0000536651,0.0006427105,0.0003913919,0.004884052,0.0002960087,0.00003793691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004765568,"about_ca_system_score_gemma":0.00002873623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004791379,"about_ca_topic_score_gemma":0.0003786346,"domain_scores_codex":[0.9984112,0.0006606834,0.000216757,0.0001363127,0.0004464001,0.0001286234],"domain_scores_gemma":[0.9991044,0.0001841851,0.0002138724,0.0001347729,0.0002498685,0.0001129185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000679557,0.00008964516,0.6915973,0.000009678805,0.0001617538,0.000009173749,0.07310537,2.262092e-7,0.000006302675,0.1963003,0.01346387,0.0245768],"study_design_scores_gemma":[0.002056947,0.0001448023,0.8788214,0.000006383619,0.00005927236,0.0001076875,0.0008483685,0.00005846472,0.000002133052,0.09246591,0.02533713,0.00009143803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.959637,0.00008907553,0.000641792,0.02618882,0.001513513,0.00009434945,0.00004128945,0.00001251592,0.01178167],"genre_scores_gemma":[0.9914695,0.0003204377,0.00002551834,0.004575125,0.002556026,5.591677e-7,0.00001261204,0.000003206282,0.00103703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1872241,"threshold_uncertainty_score":0.9925871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0975734985980436,"score_gpt":0.4098060586670668,"score_spread":0.3122325600690232,"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."}}