{"id":"W1854221190","doi":"10.29173/cmplct9037","title":"Doing Organizational Complexity: A Review of Jeffrey Goldstein, James Hazy, and Benyamin Lichtenstein, Complexity and the Nexus of Leadership: Leveraging Nonlinear Science to Create Ecologies of Innovation.","year":2011,"lang":"en","type":"review","venue":"Complicity An International Journal of Complexity and Education","topic":"Competitive and Knowledge Intelligence","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nexus (standard); Management; Sociology; Computer science; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002031257,0.0003201904,0.001347218,0.001065031,0.0002408151,0.0001874873,0.00103829,0.00007996,0.0001015645],"category_scores_gemma":[0.001283718,0.0002499316,0.0001356999,0.001189001,0.002518641,0.0009595412,0.00061927,0.0003230679,0.000003116197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007942854,"about_ca_system_score_gemma":0.000590638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005033338,"about_ca_topic_score_gemma":0.0001224288,"domain_scores_codex":[0.9970247,0.0001267192,0.001753383,0.0003403433,0.0005568558,0.000198016],"domain_scores_gemma":[0.9899696,0.0003951075,0.002881678,0.0002764245,0.006430163,0.00004703686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001551265,0.0005185677,0.001348215,0.02470061,0.0002940002,0.000001059347,0.0009469377,0.000004035081,0.00003331228,0.6873592,0.0004585248,0.2841805],"study_design_scores_gemma":[0.002750721,0.0006115047,0.03702233,0.1886494,0.002322806,0.0008797228,0.007052638,0.001921129,0.0003787561,0.1501977,0.6062052,0.002008131],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03533293,0.9511756,0.004314135,0.002553696,0.001230038,0.001397344,0.0001101224,0.00002553125,0.003860621],"genre_scores_gemma":[0.06573112,0.9199305,0.01064213,0.002260444,0.001074361,0.00002070885,0.0002208377,0.00004833173,0.00007155687],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6057466,"threshold_uncertainty_score":0.9999953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1966611892101801,"score_gpt":0.3610241721365001,"score_spread":0.16436298292632,"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."}}