{"id":"W3125315673","doi":"","title":"The Use of Benevolent Leadership Development to Advance Principles of Responsible Management Education","year":2013,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Political science; Leadership development; Management; Business; Public relations; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002517673,0.00007288496,0.00008813613,0.0001229172,0.0004057982,0.00006084919,0.0003511895,0.00003375474,0.00002514153],"category_scores_gemma":[0.0005091298,0.00005874678,0.00003966739,0.0003560743,0.0001153702,0.0002867935,0.00003710042,0.000261929,0.00001523533],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002287449,"about_ca_system_score_gemma":0.008931867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000547383,"about_ca_topic_score_gemma":0.003406186,"domain_scores_codex":[0.9978393,0.0002626547,0.0003616053,0.0001198471,0.0004348756,0.0009817041],"domain_scores_gemma":[0.998762,0.0002168094,0.0002296754,0.0002049417,0.0005092832,0.00007731852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005871285,0.0002247448,0.009994452,0.0000342096,0.00007305489,6.363182e-8,0.02133569,0.0004653727,0.00009542279,0.7532659,0.0004113592,0.2140411],"study_design_scores_gemma":[0.0001663386,0.0001507303,0.07136273,0.0001069943,0.0000245987,0.000004349234,0.3681848,0.000005133894,0.0008666799,0.1216135,0.4373332,0.0001809337],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813907,0.001088493,0.0008211053,0.0143534,0.0003921712,0.0007929784,2.091732e-7,0.00001173586,0.001149204],"genre_scores_gemma":[0.9764035,0.0009957823,0.004197481,0.00007955377,0.00008599144,0.00007851968,7.255264e-7,0.000008293109,0.01815017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6316524,"threshold_uncertainty_score":0.9966866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06116866092149865,"score_gpt":0.3291882930654505,"score_spread":0.2680196321439519,"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."}}