{"id":"W4410026531","doi":"10.4018/979-8-3373-1270-5.ch003","title":"Remote Work Realities and Public Sector Burnout","year":2025,"lang":"en","type":"book-chapter","venue":"Advances in computational intelligence and robotics book series","topic":"Work-Family Balance Challenges","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Conestoga College","funders":"","keywords":"Burnout; Public sector; Work (physics); Political science; Sociology; Public relations; Psychology; Engineering; Mechanical engineering; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003076363,0.0003391163,0.0004587664,0.0002560759,0.0004256506,0.0001902158,0.0002716565,0.0003153915,0.0001123653],"category_scores_gemma":[0.0001550792,0.0003556433,0.00005897494,0.0001232726,0.001655508,0.001024382,0.0001649248,0.0004229704,0.000009225077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001403437,"about_ca_system_score_gemma":0.000336633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007293477,"about_ca_topic_score_gemma":0.002605619,"domain_scores_codex":[0.9981244,0.00006752576,0.0004772824,0.0005221241,0.0004397242,0.0003688992],"domain_scores_gemma":[0.9981912,0.001045904,0.0002139797,0.0001649167,0.0002631957,0.0001207917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002647983,0.000009117391,0.0007908453,0.0001308299,0.00003191792,0.00001125416,0.002509612,0.02106948,2.392275e-8,0.9433177,0.0002639771,0.03183881],"study_design_scores_gemma":[0.00004448515,0.00004443586,0.0001624969,0.0009414242,0.00001649839,0.000004652944,0.002546076,0.0001435171,4.848223e-7,0.6530209,0.3427006,0.0003744943],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.00002458645,0.1979988,0.02021077,0.004654108,0.001055597,0.0005357323,0.00004324812,0.0001658515,0.7753114],"genre_scores_gemma":[0.005148209,0.5494398,0.02142755,0.0005013378,0.0004690298,0.00001022555,0.00006481387,0.00004334925,0.4228957],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3524157,"threshold_uncertainty_score":0.9998896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03688368070736001,"score_gpt":0.3083615035564607,"score_spread":0.2714778228491007,"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."}}