{"id":"W4414097066","doi":"10.31579/2690-4861/908","title":"Middle East’s States Immigration and Labour Policies","year":2025,"lang":"en","type":"article","venue":"International Journal of Clinical Case Reports and Reviews","topic":"Middle East Politics and Society","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Immigration; Enforcement; State (computer science); Social security; Human rights; Civil society; Immigration policy; Immigration law; Labour 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":[],"consensus_categories":[],"category_scores_codex":[0.004171936,0.00006776104,0.000332549,0.00005546818,0.0001439942,0.0001320975,0.00005925056,0.00007484766,0.00003959073],"category_scores_gemma":[0.001722369,0.00004718943,0.0001854555,0.00006090452,0.0002250803,0.000147936,0.00004154102,0.0001746576,6.701065e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002392677,"about_ca_system_score_gemma":0.0002098019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007430998,"about_ca_topic_score_gemma":0.0004734519,"domain_scores_codex":[0.9979702,0.0002314473,0.0013338,0.0001078179,0.0002540839,0.0001026997],"domain_scores_gemma":[0.998224,0.0002360855,0.0008407432,0.00006550072,0.0004875878,0.0001461316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007464845,0.000463421,0.1882126,0.0002206647,0.0006030682,0.01296864,0.02586703,0.000005975568,0.00001602604,0.3121925,0.01716262,0.4422128],"study_design_scores_gemma":[0.0001805811,0.00003490467,0.005403395,0.0002579979,0.00003966885,0.002375109,0.002932287,0.0000221329,0.000001470984,0.01094745,0.9777446,0.00006040513],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627577,0.02051118,0.0003129524,0.01084578,0.002053948,0.0001327096,0.000006022682,0.000005058524,0.00337467],"genre_scores_gemma":[0.9125421,0.08185323,0.0004117864,0.001491111,0.0009124476,0.000001617421,0.000001341799,0.000003044008,0.002783322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.960582,"threshold_uncertainty_score":0.206196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1213778234202982,"score_gpt":0.4607576256146096,"score_spread":0.3393798021943115,"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."}}