{"id":"W4415706880","doi":"10.60087/jissr.v2i1.332","title":"Understanding Political Economy: The Global Challenges, From Media – To Immigration","year":2025,"lang":"","type":"article","venue":"Journal of Interdisciplinary Social Sciences Review ISSN 3078-8358","topic":"Globalization and political ideologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West","funders":"","keywords":"Politics; Relevance (law); Immigration; International political economy; Global politics; Political economy of climate change; Multidisciplinary approach","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":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.004995023,0.0004547881,0.001234007,0.0002061108,0.003095839,0.0006353914,0.002456297,0.0003341228,0.0006825139],"category_scores_gemma":[0.001757823,0.0003132293,0.0008503936,0.002440871,0.003500955,0.0009548219,0.001221969,0.000574914,0.00009357209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003009655,"about_ca_system_score_gemma":0.001879012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000338764,"about_ca_topic_score_gemma":0.002965241,"domain_scores_codex":[0.993212,0.00182376,0.002079275,0.0005988795,0.001042007,0.00124409],"domain_scores_gemma":[0.9960103,0.001490454,0.00102795,0.0002751132,0.0006226157,0.0005735907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004039211,0.0001109623,0.0004101064,0.0001970668,0.0001281287,0.00001376239,0.01005869,0.000005670956,8.438161e-7,0.9316455,0.05155853,0.005830419],"study_design_scores_gemma":[0.0002569464,0.0003028158,0.002679096,0.003953394,0.0003909978,0.00001181923,0.1079993,0.00006092835,0.000004195415,0.7798147,0.1041767,0.0003490805],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001056127,0.07595101,0.0027278,0.6326043,0.00449551,0.0005996744,0.00007187213,0.00002749106,0.2824662],"genre_scores_gemma":[0.9503812,0.02848764,0.000195258,0.01845717,0.002274408,0.00001215978,0.000004834868,0.00001054773,0.0001767693],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9493251,"threshold_uncertainty_score":0.999932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.186745753229074,"score_gpt":0.4489706494077325,"score_spread":0.2622248961786585,"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."}}