{"id":"W2494509885","doi":"10.4018/978-1-4666-2668-3.ch002","title":"Towards Leading Diverse, Smarter and More Adaptable Organizations that Learn","year":2013,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Diversity (politics); Adaptability; Perspective (graphical); Knowledge management; Organizational learning; Complex adaptive system; Discipline; Sociology; Engineering ethics; Political science; Management science; Public relations; Computer science; Engineering; Management; Social science; Artificial intelligence","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":[0.001082675,0.0007642705,0.0003492598,0.0009156439,0.001392267,0.00644671,0.001090516,0.002867694,0.009961744],"category_scores_gemma":[0.0009704715,0.0002484579,0.0003817227,0.00168193,0.004403417,0.005818211,0.002197021,0.004324503,0.004836857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001783986,"about_ca_system_score_gemma":0.002580794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00108759,"about_ca_topic_score_gemma":0.002859476,"domain_scores_codex":[0.999428,0.0001976157,0.00001638735,0.00008970012,0.000223043,0.00004520792],"domain_scores_gemma":[0.999428,0.0003603123,0.00003621666,0.00003434544,0.000067275,0.00007386092],"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":[0.000007694263,0.00005191377,0.0002724566,0.0006467669,0.00001616596,0.0001300524,0.003607263,0.00219615,0.0007269307,0.7233413,0.1150372,0.153966],"study_design_scores_gemma":[0.000006753073,0.00001881867,0.0003168812,0.0007869175,0.000005717561,0.0001491151,0.001646308,0.001029784,0.0003115621,0.3042307,0.6914837,0.00001362441],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006665633,0.1097227,0.07792675,0.07306989,0.003153495,0.0001544289,0.0001827513,0.0003316427,0.7287928],"genre_scores_gemma":[0.1382634,0.2086391,0.1352688,0.02292825,0.002425319,0.0003982743,0.0004394842,0.0003934401,0.491244],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009961744,"threshold_uncertainty_score":0.03332537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1193450729260437,"score_gpt":0.3380998652864844,"score_spread":0.2187547923604407,"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."}}