{"id":"W1480493548","doi":"","title":"Comparison of Leadership Development Programs for Academic Leaders at Universities in Canada, the United States, the United Kingdom, and Australia","year":2007,"lang":"en","type":"article","venue":"ASAC","topic":"Human Resource Development and Performance Evaluation","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Kingdom; Political science; Leadership development; Public administration; Management; Economic growth; Public relations; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00482048,0.000282922,0.0004969629,0.00191972,0.003038971,0.001667372,0.001185296,0.0007259384,0.003043917],"category_scores_gemma":[0.01723319,0.0002369403,0.0004876974,0.001536276,0.0005761319,0.0008932822,0.002242944,0.001073509,0.0003801666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01774742,"about_ca_system_score_gemma":0.0394327,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3001123,"about_ca_topic_score_gemma":0.6559137,"domain_scores_codex":[0.9941835,0.001664516,0.0001373098,0.0001480329,0.001391326,0.00247528],"domain_scores_gemma":[0.969978,0.002989147,0.001121732,0.000277095,0.01032664,0.01530745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004608179,0.007170049,0.5569935,0.0008474333,0.0002639187,0.0003849347,0.0269715,0.002683019,0.002245663,0.003351899,0.02527694,0.3692028],"study_design_scores_gemma":[0.0003106986,0.002790797,0.963916,0.0001682358,0.00006297914,0.00005317637,0.01945253,0.001186029,0.0005705427,0.0001879604,0.01127454,0.00002658936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861982,0.0006579219,0.0002150114,0.001971511,0.00008907892,0.0002510326,0.0001944412,0.00004394897,0.01037882],"genre_scores_gemma":[0.99503,0.0003141051,0.0002540103,0.0002815553,0.00001568388,0.00009289543,0.0001794759,0.000008376405,0.003823853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6998876,"threshold_uncertainty_score":0.5967309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.364477993298043,"score_gpt":0.4160500062417516,"score_spread":0.05157201294370861,"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."}}