{"id":"W3040422510","doi":"10.5430/jbar.v9n1p44","title":"Chaos, Complexity, and Contingency Theories: A Comparative Analysis and Application to the 21st Century Organization","year":2020,"lang":"en","type":"article","venue":"Journal of Business Administration Research","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Contingency theory; Contingency; Dynamism; Chaos theory; Organizational theory; Equifinality; Epistemology; Adaptability; Sociology; Attractor; Positive economics; Computer science; Management science; Economics; Mathematics; Management; Knowledge management; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001857351,0.0002481539,0.0003310639,0.006863238,0.001766982,0.002355133,0.0003231936,0.0006491632,0.00188583],"category_scores_gemma":[0.003924061,0.0001112908,0.0005362569,0.005200208,0.004612297,0.004400409,0.001908936,0.0007923854,0.00006772148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003591612,"about_ca_system_score_gemma":0.001731996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003720612,"about_ca_topic_score_gemma":0.004059428,"domain_scores_codex":[0.9989812,0.0005534707,0.00004444101,0.00005677341,0.000272859,0.0000912911],"domain_scores_gemma":[0.996597,0.002687153,0.0002103479,0.00008842521,0.0002683876,0.0001486223],"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":[0.00005351713,0.00003999721,0.01437267,0.000312111,0.0000703672,0.0003408302,0.009643893,0.004278391,0.0002082711,0.8883567,0.00197661,0.08034657],"study_design_scores_gemma":[0.00003983657,0.0002287034,0.05879936,0.0007691031,0.0001108215,0.001069731,0.03772015,0.0244535,0.0004950864,0.7759064,0.1003313,0.00007591267],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5529094,0.09371557,0.1092764,0.02025099,0.0007102069,0.00027395,0.0002078178,0.00006768393,0.2225881],"genre_scores_gemma":[0.9719064,0.01553932,0.01064434,0.0002047287,0.0001405886,0.00006916867,0.00005547873,0.000008501717,0.001431452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006863238,"threshold_uncertainty_score":0.02605909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.285329915397401,"score_gpt":0.4793691289295113,"score_spread":0.1940392135321103,"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."}}