{"id":"W4411138613","doi":"10.61190/fsr.v33i2.4096","title":"A Structured Literature Review on Equity in the Financial Services Profession: Unpacking Gender Barriers and Advancing Women’s Participation Globally","year":2025,"lang":"en","type":"article","venue":"Financial Services Review","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unpacking; Equity (law); Gender equity; Business; Financial services; Finance; Public relations; Sociology; Political science; Gender studies; 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":[0.003585097,0.0002519771,0.0005451238,0.00006587754,0.0009329292,0.0001573088,0.000780213,0.0001988622,0.0001375146],"category_scores_gemma":[0.0005284999,0.0001883432,0.0001029575,0.001519838,0.00007098313,0.0005289747,0.0002756187,0.0004051879,0.000009660638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002954159,"about_ca_system_score_gemma":0.0004574617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003786751,"about_ca_topic_score_gemma":0.008206026,"domain_scores_codex":[0.996608,0.001176073,0.0005143613,0.0004563796,0.0006354135,0.0006098421],"domain_scores_gemma":[0.9989479,0.00009511052,0.0002794076,0.0003436438,0.0001867911,0.000147168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002215671,0.0002424933,0.03112355,0.3338172,0.00005618611,0.00008314059,0.231585,0.00001730126,0.00001511332,0.1378966,0.007318053,0.2576237],"study_design_scores_gemma":[0.0007201592,0.0001018824,0.185465,0.1480273,0.0002300467,0.000002035598,0.009178717,0.00002572719,0.000004635296,0.02426958,0.6313282,0.0006467123],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1493814,0.8125562,0.0000399699,0.01880312,0.001186106,0.003660669,0.00008828141,0.000104959,0.01417932],"genre_scores_gemma":[0.440759,0.4579255,0.00009955387,0.1006462,0.0002386825,0.0002010174,0.00004933587,0.000007806788,0.00007290932],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6240101,"threshold_uncertainty_score":0.7680411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0366467928051242,"score_gpt":0.3725528232901684,"score_spread":0.3359060304850442,"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."}}