{"id":"W4402192158","doi":"10.26504/jr7","title":"Poverty, income inequality and living standards in Ireland: Fourth annual report","year":2024,"lang":"en","type":"report","venue":"","topic":"Labour Market and Migration","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Poverty; Standard of living; Inequality; Economic inequality; Economics; Demographic economics; Development economics; Economic growth; Mathematics","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":[0.01278752,0.0002112538,0.0004357908,0.0002278287,0.0001522261,0.0002550083,0.0001348365,0.0004806165,0.0005021768],"category_scores_gemma":[0.004387668,0.0001736609,0.0000892098,0.0003782227,0.0001164846,0.000305128,0.0002021866,0.0004588072,0.000005461503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009961791,"about_ca_system_score_gemma":0.005385845,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06968791,"about_ca_topic_score_gemma":0.3116402,"domain_scores_codex":[0.9964121,0.000301934,0.0006274036,0.0004896963,0.001829926,0.0003389452],"domain_scores_gemma":[0.9985528,0.0002850109,0.0002326608,0.0002262076,0.000569537,0.0001338035],"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":[0.0000395015,0.0001112633,0.5922255,0.001173121,0.0001843579,0.002642501,0.03947574,0.000001276203,0.000004807829,0.01415946,0.3029802,0.04700225],"study_design_scores_gemma":[0.00007990483,0.00002962394,0.0491856,0.0006412524,0.00004960736,0.00005160754,0.002844923,0.000005003842,0.000001117335,0.003336321,0.9434125,0.0003624914],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1074071,0.001752709,0.0001043822,0.001315752,0.002416956,0.0004382718,0.0003055371,0.0002047587,0.8860545],"genre_scores_gemma":[0.8379489,0.005666549,0.0001249612,0.0001207363,0.001066976,0.00002757673,0.00006427831,0.00003863375,0.1549414],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7311131,"threshold_uncertainty_score":0.9554257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0229304603777761,"score_gpt":0.3584408750410661,"score_spread":0.33551041466329,"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."}}