{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003367751,0.0001684073,0.000413728,0.000917649,0.00004715566,0.0005073171,0.0008601932,0.0001667377,0.00007018931],"category_scores_gemma":[0.001571156,0.0001123345,0.0001083761,0.0003299185,0.00004663598,0.0007757457,0.0001350942,0.0004120673,0.00001622045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002046461,"about_ca_system_score_gemma":0.0001348799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007874991,"about_ca_topic_score_gemma":0.00009084919,"domain_scores_codex":[0.9959425,0.0002666021,0.0009985383,0.000238636,0.002382871,0.0001708785],"domain_scores_gemma":[0.9960868,0.001391532,0.0007465238,0.0001636368,0.001423439,0.0001880224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001246378,0.0004080305,0.8083201,0.00001916444,0.0004473643,0.0008490402,0.0198816,0.03152846,0.0005931547,0.06644423,0.04117543,0.02908703],"study_design_scores_gemma":[0.003120614,0.0003747007,0.5291733,0.0002027328,0.00002254814,0.00109213,0.01042145,0.2893937,0.0000192692,0.1113761,0.05425282,0.000550574],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8460491,0.003902209,0.1407919,0.001333733,0.006560745,0.0003338722,0.0001088138,0.00001767184,0.0009019307],"genre_scores_gemma":[0.9978064,0.00002158847,0.001474266,0.0001881936,0.0002987549,0.000001770421,0.00000592621,0.000009949833,0.0001931585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2791468,"threshold_uncertainty_score":0.489207,"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."}}