{"id":"W4409014846","doi":"10.1109/emr.2025.3555508","title":"Why Do Women Professionals Leave the IT Field? Ten Insights and Recommendations From the World IT Project","year":2025,"lang":"en","type":"article","venue":"IEEE Engineering Management Review","topic":"ICT Impact and Policies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Field (mathematics); Young professional; Business; Engineering; Management; Public relations; Political science; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01848127,0.000758202,0.0006147804,0.003686254,0.002447332,0.00509546,0.001017705,0.002513441,0.001895995],"category_scores_gemma":[0.03139111,0.0004287687,0.000542799,0.004001848,0.00446813,0.006735812,0.001990005,0.00398796,0.0006302578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00481265,"about_ca_system_score_gemma":0.01385168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03374906,"about_ca_topic_score_gemma":0.08046722,"domain_scores_codex":[0.9919251,0.005025407,0.0005377197,0.0006268118,0.001137274,0.0007477449],"domain_scores_gemma":[0.960978,0.03026192,0.002760611,0.0005240148,0.004507881,0.0009675691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002798514,0.0002352938,0.08824006,0.006202156,0.0001668353,0.001870275,0.1053192,0.0005734818,0.0005125145,0.07379825,0.1469847,0.5758173],"study_design_scores_gemma":[0.00003913216,0.0001792003,0.05673659,0.02114788,0.0002741223,0.0006894286,0.515825,0.0004077692,0.0006259343,0.03123046,0.3727271,0.0001174076],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05211956,0.1707533,0.002220106,0.7517453,0.003034037,0.0001180317,0.0006063965,0.00003417132,0.01936919],"genre_scores_gemma":[0.4098849,0.472465,0.004426236,0.1040844,0.001673892,0.0002579233,0.0005458064,0.00006275107,0.006599253],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03374906,"threshold_uncertainty_score":0.09773946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01601449845305384,"score_gpt":0.289743072885789,"score_spread":0.2737285744327352,"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."}}