{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003345501,0.0006984756,0.0004989333,0.002732887,0.0003537209,0.001657178,0.0009879232,0.0006531968,0.007317993],"category_scores_gemma":[0.003224707,0.0004679624,0.0006838043,0.003676781,0.0002708391,0.00127897,0.002072317,0.001010432,0.003824398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004482874,"about_ca_system_score_gemma":0.01244215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.226908,"about_ca_topic_score_gemma":0.2137368,"domain_scores_codex":[0.9981253,0.0001686507,0.000193351,0.0000745284,0.0008894504,0.0005487992],"domain_scores_gemma":[0.9970706,0.0001677548,0.0003279595,0.0001317823,0.001734935,0.0005671027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001743364,0.0001138685,0.02750508,0.0007131414,0.00005203307,0.00007013859,0.0004154723,0.0007339971,0.0001301792,0.001255028,0.9142059,0.05463086],"study_design_scores_gemma":[0.00003484046,0.00009955213,0.3243705,0.0007854393,0.00005553824,0.00009236124,0.001585604,0.0004622354,0.0004668378,0.0003047683,0.6716983,0.00004400763],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.08615676,0.03339238,0.003355607,0.02010383,0.01222187,0.001769042,0.6201822,0.001032484,0.2217859],"genre_scores_gemma":[0.1567869,0.03394843,0.005372094,0.002548513,0.001191959,0.002814507,0.4991681,0.000438175,0.2977313],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.226908,"threshold_uncertainty_score":0.4511746,"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."}}