{"id":"W2275342083","doi":"10.2495/dne-v10-n3-253-260","title":"Factors that facilitate organisational change in complex systems","year":2015,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tyndale University College & Seminary","funders":"","keywords":"Process management; Organisational change; Knowledge management; Computer science; Business; Engineering; Systems engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00619873,0.0004270269,0.0003337627,0.001882133,0.003492465,0.006878323,0.0005062454,0.001086451,0.004993885],"category_scores_gemma":[0.04526151,0.0003449834,0.0005336659,0.00158047,0.007705668,0.00392339,0.00365755,0.001088166,0.000449154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003043572,"about_ca_system_score_gemma":0.004011827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002650104,"about_ca_topic_score_gemma":0.004280618,"domain_scores_codex":[0.9908298,0.004382256,0.0006430862,0.0007184258,0.002187816,0.001238498],"domain_scores_gemma":[0.9566681,0.02752556,0.007131034,0.002420469,0.003158679,0.003096143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004670262,0.0008999612,0.3466384,0.003055204,0.0004753363,0.005255656,0.1869287,0.01299908,0.01132553,0.2016865,0.008050947,0.2222177],"study_design_scores_gemma":[0.0001450272,0.001071056,0.4990247,0.001446523,0.0002561046,0.002467304,0.1606694,0.006376839,0.004361616,0.1422272,0.1816472,0.0003070334],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8384024,0.001482844,0.03000191,0.00583662,0.0001109558,0.000580726,0.0000849143,0.0002650437,0.1232346],"genre_scores_gemma":[0.9963551,0.0001711358,0.002560036,0.0001115461,0.00002337008,0.00005264395,0.00001501055,0.00001265074,0.0006984867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006878323,"threshold_uncertainty_score":0.03278244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3656317627923385,"score_gpt":0.4040861781244454,"score_spread":0.03845441533210686,"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."}}