{"id":"W2081282679","doi":"10.1111/1467-9299.00357","title":"Ethics, values and behaviours: comparison of three case studies examining the paucity of leadership in government","year":2003,"lang":"en","type":"article","venue":"Public Administration","topic":"Ethics in Business and Education","field":"Decision Sciences","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pillar; Public relations; Public service; Legislation; Government (linguistics); Ethical leadership; Public administration; Political science; Service (business); Business; Law; Marketing; Engineering","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01066797,0.00008261523,0.0002154352,0.00006476726,0.0001619735,0.0001016158,0.0001604683,0.0001102899,0.00002516151],"category_scores_gemma":[0.02370729,0.00005553461,0.00001895953,0.0003843753,0.0004527145,0.0002975287,0.00003529796,0.0002854358,5.146516e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004211396,"about_ca_system_score_gemma":0.0002720533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009050861,"about_ca_topic_score_gemma":0.0123852,"domain_scores_codex":[0.9973959,0.000481523,0.0006891117,0.0002289792,0.001071569,0.0001329439],"domain_scores_gemma":[0.993399,0.005240915,0.000500043,0.0003101396,0.0005151124,0.00003481646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001366688,0.0002581573,0.8797216,0.00006346175,0.00001437587,0.000006654015,0.02077429,0.00001421344,0.00008572189,0.0861243,0.0001741603,0.01274939],"study_design_scores_gemma":[0.0003018691,0.0003624352,0.6990736,0.0000833724,0.00003897394,0.0001069015,0.239931,0.0005789726,0.004489957,0.05473464,0.0001211754,0.0001771489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892415,0.0007465241,0.001765813,0.007535356,0.0002243424,0.0001383506,0.000005593862,0.000004251153,0.0003382649],"genre_scores_gemma":[0.9990747,0.00004101785,0.000748835,0.00006414598,0.00001832444,0.00001220507,0.000001612985,0.000003506014,0.00003565635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2191567,"threshold_uncertainty_score":0.9845164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7788923445721057,"score_gpt":0.5100501830772671,"score_spread":0.2688421614948385,"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."}}