{"id":"W4362603466","doi":"10.34190/icgr.6.1.1148","title":"Examining Barriers to Entry: Disparate Gender Representation in Cybersecurity Within Sub-Saharan Africa","year":2023,"lang":"en","type":"article","venue":"International Conference on Gender Research","topic":"ICT Impact and Policies","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Society of Intestinal Research","funders":"","keywords":"Workforce; Attendance; Political science; Harassment; Gender gap; Public relations; Computer security; Demographic economics; Computer science; Economics; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008804224,0.0001491687,0.000136579,0.0009532257,0.00009234071,0.0001951968,0.0004066979,0.00008370924,0.0005173147],"category_scores_gemma":[0.000408857,0.0001543133,0.00003129251,0.0008828705,0.0000531051,0.0001979462,0.0001150044,0.0004809955,0.0008331838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002236996,"about_ca_system_score_gemma":0.0001057985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001592684,"about_ca_topic_score_gemma":0.000101597,"domain_scores_codex":[0.9979541,0.0001493142,0.0002575565,0.0001995677,0.0008890191,0.0005504155],"domain_scores_gemma":[0.9991303,0.0001610959,0.00001990882,0.000233231,0.0001748631,0.0002806021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0007073779,0.0001497771,0.05421853,0.000186833,0.0004942013,0.0002850328,0.3680503,0.1164956,0.1561394,0.1012003,0.1963006,0.0057721],"study_design_scores_gemma":[0.003132779,0.0004286045,0.4046531,0.0004734868,0.00001777848,0.00002476184,0.07622445,0.3641793,0.087678,0.038721,0.02253811,0.001928544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8865758,0.00003015213,0.0001025036,0.0005036686,0.0005192469,0.0002568456,0.00004505091,0.0001662818,0.1118005],"genre_scores_gemma":[0.998314,0.0001977526,0.00001928372,0.0000610477,0.0001249022,0.0001052155,0.00005175979,0.00002918798,0.001096853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3504346,"threshold_uncertainty_score":0.9999448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3140876635464027,"score_gpt":0.418903226059941,"score_spread":0.1048155625135383,"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."}}