{"id":"W4416118334","doi":"10.58840/vb1s7244","title":"Price Instability and Its Influence on Household Expenditure in Emerging Nations","year":2025,"lang":"","type":"article","venue":"OTS Canadian Journal","topic":"Economics of Agriculture and Food Markets","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Top Hat (Canada)","funders":"","keywords":"Inflation (cosmology); Consumption (sociology); Emerging markets; Welfare; Developing country; Estimation; Panel data; Purchasing power; Household income","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"],"consensus_categories":[],"category_scores_codex":[0.001008283,0.000321362,0.0005238933,0.002083289,0.0008269998,0.0006361103,0.0004502863,0.0003350446,0.0003773744],"category_scores_gemma":[0.0005619507,0.0003878466,0.0001255903,0.0007722583,0.00008232523,0.0008331493,0.00005103353,0.001145692,0.00004605276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001051173,"about_ca_system_score_gemma":0.0008826589,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003650496,"about_ca_topic_score_gemma":0.1372235,"domain_scores_codex":[0.9974328,0.00005114943,0.001095231,0.0006115818,0.00004164682,0.0007676241],"domain_scores_gemma":[0.9982896,0.000145123,0.0004355802,0.0002898541,0.00007112658,0.0007686507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006499741,0.0002164568,0.59345,0.0002288892,0.0002999194,0.0002028973,0.003613074,0.005788646,0.00001778403,0.3820888,0.008987434,0.005041012],"study_design_scores_gemma":[0.001040891,0.00009588276,0.8451124,0.0003884053,0.0000149785,0.00004948616,0.000558766,0.0003503316,0.00002599466,0.01182362,0.1399767,0.0005626343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8867499,0.01437056,0.00001305441,0.006027733,0.001576404,0.0003161786,0.0003250924,0.000006974126,0.09061411],"genre_scores_gemma":[0.9943625,0.002375524,0.00005874789,0.00128075,0.0001609322,0.00001270945,0.000005689262,0.00001984059,0.001723354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3702652,"threshold_uncertainty_score":0.9998574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01550806025408347,"score_gpt":0.2016319699217581,"score_spread":0.1861239096676746,"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."}}