{"id":"W2121734159","doi":"10.5281/zenodo.20762835","title":"Revisiting Health and Income Inequality Relationship: Evidence from Developing Countries","year":2012,"lang":"en","type":"article","venue":"Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)","topic":"Global Health Care Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Economics; Economic inequality; Inequality; Developing country; Panel data; Demographic economics; Income distribution; Distribution (mathematics); Income inequality metrics; Population; Fixed effects model; Econometrics; Economic growth; Medicine; Mathematics; Environmental health","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","sts"],"consensus_categories":[],"category_scores_codex":[0.002716905,0.000327248,0.0007567259,0.0002304236,0.00255269,0.00001194662,0.0006145432,0.0002350141,0.0002522271],"category_scores_gemma":[0.001979399,0.0003808097,0.0001253012,0.0003459915,0.0005421512,0.0007698624,0.001148789,0.001122367,0.0001703564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009393528,"about_ca_system_score_gemma":0.001305718,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02465584,"about_ca_topic_score_gemma":0.00445978,"domain_scores_codex":[0.9942039,0.00277853,0.0007988525,0.0005372007,0.0006320367,0.001049507],"domain_scores_gemma":[0.9919297,0.005330518,0.0008565451,0.0007508949,0.0003609877,0.0007713708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003094528,0.00002802228,0.8684013,0.001181428,0.00005304297,0.000008823339,0.1192784,0.000001410804,0.00001427671,0.007813372,0.001377933,0.001532577],"study_design_scores_gemma":[0.0007660246,0.00009472975,0.8611156,0.004593454,0.00004433225,0.000006175646,0.06296232,0.0002094642,0.000002352333,0.001101074,0.06873076,0.0003737341],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730772,0.01124379,0.00148993,0.009215635,0.0003108759,0.0008321939,0.0004222615,0.0001684332,0.003239706],"genre_scores_gemma":[0.9663852,0.006632356,0.0245388,0.001375014,0.000237056,0.000002386309,0.0001483812,0.00003452121,0.0006462288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06735283,"threshold_uncertainty_score":0.9998644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1095928472412792,"score_gpt":0.3835543036749683,"score_spread":0.2739614564336891,"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."}}