{"id":"W7113901849","doi":"10.26881/jpgs.2025.4.03","title":"Human Resource Management in Public Administration: content, current trends and challenges in the context of Ukraine","year":2025,"lang":"","type":"article","venue":"Journal of Geography Politics and Society","topic":"Labor Market and Education","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Public policy; Modernization theory; Public service; Human resource management; Politics; New public management; Resilience (materials science)","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":[0.001338724,0.0001649707,0.0003061479,0.00232347,0.002194798,0.004574222,0.0004805652,0.0006159354,0.001874608],"category_scores_gemma":[0.00132354,0.0001541223,0.0001674786,0.00387097,0.002320228,0.002429813,0.002528912,0.0007993261,0.0001974439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009077906,"about_ca_system_score_gemma":0.01105092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02104044,"about_ca_topic_score_gemma":0.01877188,"domain_scores_codex":[0.9989536,0.0004059942,0.00008461464,0.000122738,0.0002131472,0.0002198512],"domain_scores_gemma":[0.9987705,0.0005142399,0.0003140123,0.00004030389,0.0002123871,0.0001485124],"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":[0.000099698,0.0003014854,0.112703,0.005729913,0.00008543707,0.002485885,0.07888665,0.004945191,0.00159787,0.2521953,0.01565812,0.5253115],"study_design_scores_gemma":[0.000005905063,0.0001666516,0.2564956,0.004734284,0.00005476538,0.001517013,0.1968524,0.002525421,0.001125811,0.03112645,0.5053271,0.00006862668],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6371292,0.2305236,0.00451176,0.05714046,0.0006312756,0.00005669532,0.0003756987,0.00007468354,0.06955654],"genre_scores_gemma":[0.9443318,0.0491528,0.00104036,0.001395131,0.0001988771,0.00002181127,0.0001048972,0.00001338359,0.003740903],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02104044,"threshold_uncertainty_score":0.06586516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0769806308752485,"score_gpt":0.2853423048221023,"score_spread":0.2083616739468538,"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."}}