{"id":"W4414066459","doi":"10.26504/jr14","title":"Poverty, income inequality and living standards in Ireland: Fifth annual report","year":2025,"lang":"en","type":"report","venue":"","topic":"Social Issues and Policies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Russian Science Foundation; Economic and Social Research Institute; Arts Council of Ireland; University of Oxford; Sage Foundation; Russell Sage Foundation","keywords":"General partnership; Standard of living; Annual report; Economic inequality; Inequality; Foundation (evidence); Social inequality","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":[0.006967861,0.0002458568,0.0007189541,0.0002180447,0.0003715685,0.0001730608,0.0002328199,0.0006651173,0.0004519575],"category_scores_gemma":[0.006591721,0.0002248737,0.0001205078,0.0004761028,0.0002546757,0.0001771168,0.0003100782,0.0004492544,0.000002165429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000937791,"about_ca_system_score_gemma":0.003693643,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5384001,"about_ca_topic_score_gemma":0.2448528,"domain_scores_codex":[0.9963855,0.0003587694,0.0006971841,0.0004225941,0.001672262,0.0004636977],"domain_scores_gemma":[0.9979331,0.0006619135,0.0003172707,0.0002783643,0.0006681098,0.0001412106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001577604,0.00008885519,0.6821902,0.0004783092,0.0001185163,0.0003763153,0.1677992,9.205808e-7,2.793096e-7,0.005863144,0.1276762,0.0153923],"study_design_scores_gemma":[0.00007097061,0.00001880972,0.07177977,0.0004261643,0.0000272114,0.000006412145,0.007895092,7.017477e-7,2.445611e-7,0.001048013,0.9184573,0.0002693664],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07456963,0.002466207,0.00001237507,0.001453164,0.001720597,0.0003870106,0.0004948275,0.0001423786,0.9187538],"genre_scores_gemma":[0.5985673,0.01849332,0.00009456561,0.0006017301,0.002463935,0.00004258074,0.00008106449,0.00003983341,0.3796157],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.790781,"threshold_uncertainty_score":0.9170082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.033895117735717,"score_gpt":0.4167508218125409,"score_spread":0.3828557040768239,"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."}}