{"id":"W4416904251","doi":"10.1177/21582440251396015","title":"Job Satisfaction in Post-Arab Spring Egypt and Tunisia: Between Hope and Hardship","year":2025,"lang":"en","type":"article","venue":"SAGE Open","topic":"Work-Family Balance Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Job satisfaction; Job attitude; Ordered probit; Job security; Probit model; Inequality; Panel data; Job performance; Life satisfaction","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":[0.000870113,0.00008439455,0.0001800713,0.00008289794,0.0002523033,0.0002879704,0.000223601,0.00009988763,0.00005030737],"category_scores_gemma":[0.0001496434,0.00008827795,0.00001228009,0.0002216926,0.0001285121,0.0004512543,0.0002825415,0.0001620663,0.000008737481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000840797,"about_ca_system_score_gemma":0.0001008854,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01985177,"about_ca_topic_score_gemma":0.09361331,"domain_scores_codex":[0.9990996,0.0001628342,0.0001337318,0.0002533763,0.000128846,0.0002216709],"domain_scores_gemma":[0.9995825,0.0001632301,0.00003806577,0.0001297997,0.0000238056,0.00006259145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007689738,0.000002874373,0.9230419,0.0000101689,0.000009500814,0.000002961476,0.002824127,2.226886e-7,0.0000782244,0.001063707,0.00008414294,0.07287452],"study_design_scores_gemma":[0.0003209533,0.00001366916,0.9887258,0.0001341183,0.000008572098,1.491137e-7,0.005035654,6.504217e-7,0.00001770855,0.001808944,0.003841072,0.00009263921],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9235271,0.001321059,0.00001381878,0.00267567,0.0001087238,0.0004077253,0.00000537172,0.00002791765,0.0719126],"genre_scores_gemma":[0.9964114,0.001523721,0.0002331352,0.0001350884,0.00006990043,0.00001656091,0.000001032646,0.000006685313,0.001602472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07376154,"threshold_uncertainty_score":0.9866751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02855524620208475,"score_gpt":0.3300244711641625,"score_spread":0.3014692249620777,"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."}}