{"id":"W4387114333","doi":"10.1037/xge0001489","title":"Transparency about lagging diversity numbers signals genuine progress.","year":2023,"lang":"en","type":"article","venue":"Journal of Experimental Psychology General","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"Boston University","keywords":"Transparency (behavior); Diversity (politics); PsycINFO; Lagging; Credibility; Reputation; Scholarship; Public relations; Political science; Cultural diversity; Social psychology; Psychology; 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":[0.001264325,0.0001924178,0.0003610825,0.0003774816,0.0004068384,0.00009577809,0.000364692,0.0001095614,0.0003980256],"category_scores_gemma":[0.0001018222,0.0001846587,0.0002747193,0.0007202754,0.0001728364,0.0007285429,0.0002441517,0.0003003597,0.0001236237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007210539,"about_ca_system_score_gemma":0.0000382236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006105021,"about_ca_topic_score_gemma":0.00001117043,"domain_scores_codex":[0.9980757,0.00005327109,0.0007495237,0.000275885,0.0004483205,0.0003972604],"domain_scores_gemma":[0.9985741,0.00003069958,0.0009763999,0.000183783,0.0001936059,0.00004146088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001155949,0.0007571129,0.6106604,0.00006678286,0.0003111385,0.001814089,0.0022623,0.0002259565,0.3265526,0.0009330575,0.04109954,0.01416104],"study_design_scores_gemma":[0.01130587,0.0007273829,0.882183,0.0003305558,0.0004219561,0.0005627339,0.007951479,0.001688307,0.02173832,0.01567307,0.05535724,0.002060138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921546,0.0006726576,0.00005207677,0.001226518,0.001563759,0.0001546816,0.000001599143,0.00009116526,0.00408294],"genre_scores_gemma":[0.996289,0.00002484037,0.0003138188,0.001229526,0.001820544,0.000004308384,0.000008647358,0.00002640216,0.0002828799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3048143,"threshold_uncertainty_score":0.7530162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06423211470209654,"score_gpt":0.3559172366863084,"score_spread":0.2916851219842119,"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."}}