{"id":"W2014272540","doi":"10.1108/09513550510608868","title":"Civil Service resiliency and coping","year":2005,"lang":"en","type":"article","venue":"International Journal of Public Sector Management","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Coping (psychology); Civil service; Originality; Personality; Psychology; Public relations; Scrutiny; Human resource management; Business; Social psychology; Applied psychology; Public service; Political science; Management; Economics; Clinical psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001701548,0.00008784448,0.0001434748,0.0004474458,0.0002098118,0.00003819109,0.0004483322,0.00005631963,0.001893509],"category_scores_gemma":[0.0002118664,0.00007477306,0.00004280234,0.0001962565,0.00002371778,0.000442941,0.0002218945,0.0003908226,0.000142967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003943646,"about_ca_system_score_gemma":0.0002534757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004948688,"about_ca_topic_score_gemma":0.0002932439,"domain_scores_codex":[0.9976854,0.0002381469,0.0006772162,0.0001328646,0.0009435097,0.0003228088],"domain_scores_gemma":[0.9977086,0.0003696174,0.0003499547,0.0001133748,0.001223342,0.0002351458],"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":[0.0008160763,0.0005311593,0.3312587,0.0008467452,0.000840683,0.0001676571,0.00324233,0.0001886434,0.0001618846,0.1325456,0.09369361,0.435707],"study_design_scores_gemma":[0.00179308,0.00007443202,0.3755104,0.0002100517,0.00001056021,0.00002404102,0.0007337321,0.0007573923,0.00000426317,0.00099919,0.6197871,0.0000957685],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5881877,0.001269638,0.008121612,0.2468024,0.005516072,0.001119794,0.00003484153,0.00006392266,0.148884],"genre_scores_gemma":[0.9863446,0.000690828,0.002466691,0.006899157,0.001910272,0.00002572543,0.000009723151,0.00001392138,0.001639046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5260935,"threshold_uncertainty_score":0.9990189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1079691248187366,"score_gpt":0.4626475557319725,"score_spread":0.354678430913236,"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."}}