{"id":"W4413997177","doi":"10.32782/2414-4436/2025-2-3","title":"FOREIGN PRACTICES OF IMPROVING PUBLIC ADMINISTRATION MECHANISMS IN THE SPHERE OF SOCIAL PROTECTION OF VETERANS","year":2025,"lang":"en","type":"article","venue":"Public administration and local government","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Administration (probate law); Social protection; Business; Political science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01359853,0.000433583,0.0002134544,0.001207386,0.005784734,0.004445135,0.001148489,0.001631246,0.005175744],"category_scores_gemma":[0.01416309,0.0003007689,0.0004249002,0.001074875,0.004330007,0.00310096,0.006043221,0.002576523,0.0006598454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005846556,"about_ca_system_score_gemma":0.01508745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006020633,"about_ca_topic_score_gemma":0.004748036,"domain_scores_codex":[0.9917576,0.005432613,0.0003058606,0.0003648386,0.000506724,0.001632337],"domain_scores_gemma":[0.9906509,0.003262058,0.00149049,0.0014425,0.001354895,0.001799183],"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":[0.0002526118,0.0009602866,0.09192093,0.001081927,0.00009150344,0.002547036,0.3749492,0.002387436,0.007489477,0.09078751,0.0170408,0.4104913],"study_design_scores_gemma":[0.00003465651,0.000999801,0.09474745,0.001491428,0.00008895738,0.002717647,0.4144496,0.001325397,0.005745545,0.00775383,0.4705018,0.0001437853],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8717124,0.006395645,0.01421223,0.03571958,0.0008426848,0.0004358636,0.00006634647,0.0004011125,0.07021416],"genre_scores_gemma":[0.9817659,0.001699458,0.004402917,0.00230022,0.00008826714,0.00009931546,0.00003188445,0.00004241102,0.009569643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01359853,"threshold_uncertainty_score":0.07191676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04873124188177532,"score_gpt":0.3389612497763637,"score_spread":0.2902300078945884,"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."}}