{"id":"W2027917981","doi":"10.1108/02621710310454833","title":"Management development: hoax or hero?","year":2003,"lang":"en","type":"article","venue":"Journal of Management Development","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Management development; Public relations; Succession planning; Business; Perspective (graphical); Management; Political science; Economics; Computer science","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":[0.006664283,0.000525892,0.0004844435,0.001067274,0.005050546,0.01164779,0.0007982422,0.003605165,0.01311154],"category_scores_gemma":[0.01206144,0.0001895337,0.0002353175,0.001056759,0.0157914,0.01459989,0.00574968,0.005856934,0.003944704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003387176,"about_ca_system_score_gemma":0.005975289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002090128,"about_ca_topic_score_gemma":0.004268481,"domain_scores_codex":[0.9924028,0.004594531,0.0001564895,0.0004520789,0.001310376,0.001083755],"domain_scores_gemma":[0.9894115,0.003222046,0.0008750835,0.0005779107,0.001582965,0.00433048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000877108,0.0001559284,0.004189475,0.0005676114,0.00002544461,0.000484915,0.01860146,0.00007514453,0.0004431374,0.3185137,0.4101185,0.2467371],"study_design_scores_gemma":[0.00001862797,0.0001198144,0.002668656,0.0009432403,0.00001358922,0.0008069163,0.03835699,0.000147389,0.0003066715,0.06989051,0.8866982,0.00002940255],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01138636,0.03132216,0.002454291,0.8514708,0.00895522,0.00002374438,0.00003737814,0.0001777866,0.09417226],"genre_scores_gemma":[0.585667,0.04262017,0.004204546,0.2067681,0.007905169,0.00007381858,0.00006350059,0.0003117175,0.152386],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01311154,"threshold_uncertainty_score":0.04386246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02196044318520103,"score_gpt":0.2170576213209268,"score_spread":0.1950971781357257,"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."}}