{"id":"W7112325063","doi":"","title":"Revealing a Hidden Cost: determining the public service cost of poverty in Ireland","year":2022,"lang":"en","type":"other","venue":"RePEc: Research Papers in Economics","topic":"Social Issues and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Poverty; Measuring poverty; Cost of living; Irish; Identification (biology); Public service; Basic needs; Scale (ratio); Standard of living","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002685782,0.0001505701,0.0003871569,0.0003861993,0.0003486588,0.0001161115,0.0009063966,0.0002844458,0.002508268],"category_scores_gemma":[0.0009786498,0.0001390837,0.0000801213,0.0005379597,0.000364096,0.00007500053,0.0003544462,0.0007583665,0.00001054092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008214535,"about_ca_system_score_gemma":0.0005048214,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02830886,"about_ca_topic_score_gemma":0.2417312,"domain_scores_codex":[0.9974867,0.0007782773,0.0003560218,0.0003199527,0.0003690775,0.0006900436],"domain_scores_gemma":[0.9981147,0.001118808,0.0002186885,0.0003842293,0.00005822621,0.0001053616],"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":[0.00009401167,0.0003231491,0.2348754,0.0003106154,0.0002048889,0.00004574778,0.1141788,0.00009296956,0.000005885207,0.009231983,0.05535627,0.5852803],"study_design_scores_gemma":[0.0003038125,0.00001707784,0.001953651,0.00008090808,0.000003312116,3.611852e-7,0.01588781,0.00006269975,6.018987e-7,0.0001579665,0.9813797,0.0001520983],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0210512,0.000250546,2.586972e-8,0.003040458,0.0002706203,0.001009707,0.00008125592,0.00002679628,0.9742694],"genre_scores_gemma":[0.276309,0.05199316,0.0001571874,0.003055991,0.002351332,0.001072173,0.0001346853,0.0007495927,0.6641769],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9260234,"threshold_uncertainty_score":0.9984035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06211931987238042,"score_gpt":0.3741055884840823,"score_spread":0.3119862686117019,"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."}}