{"id":"W4399730299","doi":"10.1108/gm-11-2023-0411","title":"Exploring the path to job satisfaction among women in the Middle East: a contextual perspective","year":2024,"lang":"en","type":"article","venue":"Gender in Management An International Journal","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West","funders":"","keywords":"Middle East; Perspective (graphical); Job satisfaction; Psychology; Social psychology; Political science; Computer science; Artificial intelligence","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":[0.003814277,0.00009688511,0.00007763106,0.0003592448,0.0002632621,0.0008852991,0.0007417966,0.00002235676,0.0003646565],"category_scores_gemma":[0.0000703589,0.00007108835,0.00004692352,0.0002545204,0.00007596399,0.001052844,0.00009142084,0.0003357439,0.00009496658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002446383,"about_ca_system_score_gemma":0.00008154783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009613628,"about_ca_topic_score_gemma":0.002237744,"domain_scores_codex":[0.9981669,0.0003373255,0.0002644185,0.0002197032,0.0006704305,0.000341277],"domain_scores_gemma":[0.9996052,0.0001096459,0.00004978306,0.0000989153,0.0000663556,0.00007008523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002158759,0.00002284544,0.07628455,0.000003630093,0.0001355793,0.0001260647,0.777779,0.0002239119,0.000001399685,0.1294028,0.0009316925,0.01506703],"study_design_scores_gemma":[0.0001432639,0.000009619213,0.4570445,0.00004045566,0.000003602382,0.000004445237,0.5197389,0.00006227608,2.119048e-7,0.01815254,0.004729131,0.00007113563],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.951801,0.00003242407,0.0003482282,0.004802326,0.002522073,0.0003006481,0.000001792176,0.00002495472,0.04016657],"genre_scores_gemma":[0.9971493,0.0002288268,0.0002191289,0.0006288075,0.0006232955,0.0001976011,8.973573e-7,0.000010052,0.0009420889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3807599,"threshold_uncertainty_score":0.853696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1658112477059067,"score_gpt":0.338099510608973,"score_spread":0.1722882629030662,"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."}}