{"id":"W4393239455","doi":"10.4236/ojbm.2024.122063","title":"The Role of Board Dynamics in Organizational Transformation: A Corporate Governance Perspective","year":2024,"lang":"en","type":"article","venue":"Open Journal of Business and Management","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Perspective (graphical); Corporate governance; Business; Transformation (genetics); Organizational dynamics; Dynamics (music); Accounting; Public relations; Political science; Sociology; Computer science; Finance","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":[0.006753713,0.0002743137,0.000273026,0.002051066,0.003737577,0.01216133,0.001162581,0.001999217,0.00284033],"category_scores_gemma":[0.01135665,0.0002819115,0.0002857497,0.001515452,0.02058667,0.008524455,0.004436227,0.002574725,0.0002898929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004786628,"about_ca_system_score_gemma":0.005521491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004172205,"about_ca_topic_score_gemma":0.003918736,"domain_scores_codex":[0.9929939,0.004368939,0.0001621253,0.0005026592,0.000857253,0.001115051],"domain_scores_gemma":[0.9898604,0.005533154,0.001557307,0.0006858248,0.0008420217,0.001521411],"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":[0.00002503359,0.00005786418,0.00636354,0.00007062432,0.00001070313,0.0003665343,0.02258108,0.00226537,0.0009100073,0.9423221,0.001229799,0.02379734],"study_design_scores_gemma":[0.00004078969,0.0001832599,0.01715393,0.000458923,0.00003802351,0.0004235038,0.06914611,0.007920276,0.001486424,0.7628408,0.1402491,0.00005891965],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4161327,0.006241735,0.1097104,0.06888483,0.0005828015,0.0002059738,0.00005335972,0.0001222801,0.3980658],"genre_scores_gemma":[0.9938595,0.0007386873,0.00220227,0.0004421591,0.00008685517,0.00002327472,0.000007452644,0.00001104056,0.002628813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01216133,"threshold_uncertainty_score":0.03571749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01334882626659102,"score_gpt":0.2383871757136211,"score_spread":0.2250383494470301,"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."}}