{"id":"W4413483256","doi":"10.64628/aam.qdvykknuu","title":"From boomers to Gen Z: How to solve the public sector succession crisis","year":2025,"lang":"en","type":"article","venue":"","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Ecological succession; Baby boomers; Public sector; Political science; Economics; Economic geography; Economy; Demographic economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003694171,0.0007894055,0.0005360466,0.00100203,0.01118104,0.01092374,0.001512862,0.006360562,0.04755783],"category_scores_gemma":[0.008807266,0.0003814848,0.0005819172,0.0009836241,0.004797737,0.01132837,0.01113166,0.01009803,0.007936256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00372068,"about_ca_system_score_gemma":0.04145771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04357447,"about_ca_topic_score_gemma":0.1093003,"domain_scores_codex":[0.9977053,0.0005624718,0.00003073191,0.00008217768,0.0001722992,0.001447096],"domain_scores_gemma":[0.9931264,0.0004146339,0.0002027802,0.0001028874,0.0004565046,0.005696793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001609099,0.0004330356,0.006705289,0.0002354541,0.00004019158,0.000705427,0.009141955,0.0004904384,0.0005609269,0.04464252,0.7872186,0.1496651],"study_design_scores_gemma":[0.0001510627,0.0002877311,0.009373012,0.001180197,0.00005477338,0.0002840445,0.1205473,0.0007123312,0.0005528608,0.0788224,0.7879406,0.00009368936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0312057,0.003770037,0.00125208,0.8976158,0.007835099,0.00008980438,0.0001501368,0.0002262803,0.05785497],"genre_scores_gemma":[0.5877531,0.01406361,0.004241424,0.294626,0.004310688,0.0002700888,0.0003794878,0.0004908844,0.09386468],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04755783,"threshold_uncertainty_score":0.1590968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01981214915528587,"score_gpt":0.2347726428198148,"score_spread":0.2149604936645289,"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."}}