{"id":"W2733028499","doi":"","title":"Mangement: Improving Gender Equity in Australian Businesses","year":2011,"lang":"en","type":"article","venue":"Keeping good companies","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Project commissioning; Gender equity; Publishing; Representation (politics); Equity (law); Political science; Executive board; Public relations; Senior management; Management; Business; Economic growth; Public administration; Accounting; Economics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007702804,0.0001033395,0.0001603672,0.00009773348,0.0004164759,0.00008508354,0.0003959827,0.00007549903,0.0004577989],"category_scores_gemma":[0.00007696988,0.0001184593,0.00004827256,0.0002981186,0.0001646883,0.0004127634,0.0002545939,0.0001247298,0.0000742855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000123218,"about_ca_system_score_gemma":0.00008557518,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02277942,"about_ca_topic_score_gemma":0.009023924,"domain_scores_codex":[0.9986985,0.0001547382,0.0001871726,0.0002315603,0.0002857384,0.0004422427],"domain_scores_gemma":[0.9995663,0.0000314948,0.00008286012,0.0001679374,0.0000693303,0.00008206518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00005400248,0.0005489939,0.3343389,0.0003869923,0.00008945333,0.00004572597,0.3511285,0.00004510033,0.0004428112,0.2999797,0.001274774,0.01166499],"study_design_scores_gemma":[0.0004538187,0.00003809469,0.8987909,0.00005368754,0.00003336192,7.665059e-7,0.07127219,0.0000342054,0.0003979407,0.01833611,0.01017237,0.0004165625],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6979282,0.0001134292,0.000304381,0.0004628808,0.0005457988,0.0002195101,0.000006518489,0.0001704727,0.3002488],"genre_scores_gemma":[0.9985358,0.0000233199,0.0007249001,0.0001678363,0.0000943998,0.000004214056,0.000002675844,0.000005573136,0.0004412727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.564452,"threshold_uncertainty_score":0.983728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3725888677444765,"score_gpt":0.3582209725512682,"score_spread":0.0143678951932083,"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."}}