{"id":"W7055930195","doi":"","title":"Developing Public Service Leaders : elite orchestration, change agency, leaderism, and neoliberalization","year":2022,"lang":"en","type":"book","venue":"Lancaster EPrints (Lancaster University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Marketization; Psychological intervention; Public service; Accountability; Elite; Public sector; Government (linguistics); Leadership development","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001672674,0.000440295,0.00041327,0.0006091276,0.0002987294,0.0001770162,0.0005467564,0.0001589966,0.1126143],"category_scores_gemma":[0.000002919006,0.0005298467,0.00009693381,0.0005063624,0.0001101025,0.0002175472,0.0009588723,0.0005902929,0.0003247688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000131357,"about_ca_system_score_gemma":0.0004545651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003237453,"about_ca_topic_score_gemma":0.000288539,"domain_scores_codex":[0.9977149,0.0001685946,0.0003262364,0.0007746281,0.0004681425,0.0005474347],"domain_scores_gemma":[0.9987342,0.0000609562,0.000256457,0.0005289133,0.0002137602,0.0002057457],"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":[0.0002439289,0.0003025242,0.0712733,0.00210485,0.001099453,0.0004250333,0.0209098,8.543647e-7,0.0001659777,0.1426432,0.0320024,0.7288287],"study_design_scores_gemma":[0.0007834677,0.00003604091,0.0304438,0.0001294798,0.00005936341,0.000005189757,0.001554538,0.000188726,0.000005983146,0.0003851522,0.9658633,0.0005448957],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008132642,0.00009228315,0.002953768,0.005597463,0.0002761945,0.001245364,0.0001294509,0.00008317554,0.9814897],"genre_scores_gemma":[0.003223831,0.00007681687,0.0004099157,0.0009096891,0.0004868238,0.00002518298,0.001195821,0.00006817513,0.9936038],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.933861,"threshold_uncertainty_score":0.9997153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09957776466145375,"score_gpt":0.2573676785380424,"score_spread":0.1577899138765886,"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."}}