{"id":"W2001240466","doi":"10.1177/0007650310369376","title":"Demystifying the Struggles of Private Sector Paradigmatic Change: Business as an Agent in a Complex Adaptive System","year":2010,"lang":"en","type":"article","venue":"Business & Society","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Conceptualization; Paradigm shift; Complex adaptive system; Field (mathematics); Process (computing); Complex system; Sociology; Business model; Systems theory; Management science; Political science; Knowledge management; Business; Epistemology; Economics; Computer science; Social science; Marketing","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":[0.01076762,0.0003881185,0.0005709376,0.001940629,0.006818002,0.01497275,0.001464166,0.004829346,0.002686553],"category_scores_gemma":[0.01020876,0.0003510731,0.0006506035,0.001511519,0.03807956,0.01584758,0.007331613,0.005810077,0.0003093457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005966604,"about_ca_system_score_gemma":0.006628112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003533815,"about_ca_topic_score_gemma":0.004298692,"domain_scores_codex":[0.993719,0.004269682,0.0001443794,0.0004552851,0.0008871675,0.0005245082],"domain_scores_gemma":[0.9918575,0.005300776,0.0006682289,0.0007983056,0.0006300851,0.0007449874],"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":[0.00001175435,0.00002115834,0.0005043841,0.00002122321,0.000007336705,0.0001396878,0.01162288,0.001011066,0.0001601655,0.9775758,0.001278134,0.007646332],"study_design_scores_gemma":[0.00001211466,0.00003407474,0.0005174985,0.0000632807,0.000006289657,0.0001449393,0.01380775,0.005077106,0.0002145875,0.9323573,0.04774182,0.00002322149],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2109228,0.00629975,0.1914837,0.3288136,0.001340694,0.0001705851,0.00005412953,0.0001901573,0.2607246],"genre_scores_gemma":[0.965194,0.001907508,0.02282643,0.003901765,0.0002248026,0.00009074717,0.00001597082,0.00004937378,0.005789313],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01497275,"threshold_uncertainty_score":0.05694526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2677077790065436,"score_gpt":0.3888454547635332,"score_spread":0.1211376757569896,"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."}}