{"id":"W4407196440","doi":"10.15173/glj.v16i1.5883","title":"The Gig Economy and Its Impact on Women in Iraq","year":2025,"lang":"en","type":"article","venue":"Global Labour Journal","topic":"Politics and Conflicts in Afghanistan, Pakistan, and Middle East","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gig economy; Business; Political science; Economy; Political economy; Economics; Service economy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001099641,0.00009363871,0.0001249618,0.00003791626,0.0008991162,0.0005057364,0.0002490013,0.00006062226,0.0000799346],"category_scores_gemma":[0.0001343634,0.00006343874,0.00004913158,0.0001945482,0.00011399,0.0000961149,0.00003024751,0.0001956248,0.00001367936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007644917,"about_ca_system_score_gemma":0.0006535119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003549895,"about_ca_topic_score_gemma":0.0008134002,"domain_scores_codex":[0.9988338,0.0001340821,0.0001884163,0.0001079559,0.0001362539,0.0005994358],"domain_scores_gemma":[0.9994648,0.00006867306,0.00006714073,0.0000778393,0.00007517661,0.0002463363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003938214,0.00001901703,0.003669809,0.000002515217,0.0000220674,0.00001199687,0.0002738235,0.000004134492,0.000001749875,0.9917249,0.00007345519,0.004157137],"study_design_scores_gemma":[0.0003108364,0.00004673259,0.02806862,0.00002887112,0.000003062167,0.000007132906,0.001276882,0.00001111935,0.000001953945,0.1071536,0.8630206,0.00007059721],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2689292,0.001502765,0.000008247941,0.0005076091,0.0005015887,0.00007731689,0.00003717984,0.000009466573,0.7284266],"genre_scores_gemma":[0.9128697,0.0006248946,0.000004317846,0.0006999658,0.0002297932,0.000003462889,2.001052e-7,0.000002442142,0.08556522],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8845713,"threshold_uncertainty_score":0.6915366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008695874738067174,"score_gpt":0.3288013694198853,"score_spread":0.3201054946818181,"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."}}