{"id":"W257374499","doi":"10.4148/0146-9282.1200","title":"Abusive Administration: A Case Study","year":2006,"lang":"en","type":"article","venue":"Educational Considerations","topic":"Ethics in Business and Education","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Administration (probate law); Public administration; Educational administration; Political science; Public relations; Higher education; Business; Law","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":[0.001423686,0.0001402072,0.0001564648,0.0002952274,0.001210741,0.0009034555,0.0001599675,0.0000678177,0.004265878],"category_scores_gemma":[0.005760048,0.0001246398,0.00006385624,0.0006970034,0.0001348923,0.0005428533,0.00003411439,0.0001767395,0.0005692231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007039887,"about_ca_system_score_gemma":0.002688813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009603247,"about_ca_topic_score_gemma":0.008574008,"domain_scores_codex":[0.9974081,0.0002467124,0.0007815275,0.0004785888,0.000915484,0.000169611],"domain_scores_gemma":[0.9910055,0.006041502,0.0002377928,0.0005851958,0.002045105,0.00008489857],"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":[0.000005925404,0.002174519,0.1311128,0.0000030855,0.00002111028,0.000286434,0.004478617,0.0006949667,0.00004034992,0.6644121,0.1964288,0.0003412107],"study_design_scores_gemma":[0.0002373472,0.00005687265,0.1263577,0.000004747516,0.00002403371,0.003666009,0.01901111,0.0001160639,0.00003850775,0.8464997,0.003779799,0.0002081235],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9285396,0.00009349672,0.0009079739,0.0524581,0.001786,0.0004528287,0.00002054046,0.00003727698,0.01570418],"genre_scores_gemma":[0.9898444,8.284456e-7,0.003054776,0.0005367672,0.00122665,0.0001920112,0.00003753294,0.00001010173,0.005096918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.192649,"threshold_uncertainty_score":0.9966444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2904512349183347,"score_gpt":0.4837825118543915,"score_spread":0.1933312769360568,"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."}}