{"id":"W4400382576","doi":"10.63029/kyzckn37","title":"Transformational Leadership and Business Continuity: A systematic review of empirical studies","year":2024,"lang":"en","type":"review","venue":"Management Research Quarterly.","topic":"Organizational Leadership and Management Strategies","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foundation of Stars","funders":"","keywords":"Transformational leadership; Relevance (law); Field (mathematics); Business Review; Transactional leadership; Empirical research; Public relations; Systematic review; Knowledge management; Sociology; Political science; Management; Computer science; Epistemology; MEDLINE","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003912929,0.0006512403,0.00269247,0.002139037,0.0002242993,0.0007161557,0.0007884573,0.0001639292,0.00009707524],"category_scores_gemma":[0.0002841828,0.0004671055,0.0003709959,0.003947511,0.0004396752,0.001031252,0.000363256,0.0005650612,0.0008485508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001276198,"about_ca_system_score_gemma":0.00008390077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001395175,"about_ca_topic_score_gemma":0.00001560496,"domain_scores_codex":[0.9950114,0.0002537393,0.00159436,0.0007517745,0.001701303,0.0006873559],"domain_scores_gemma":[0.9976702,0.0003501904,0.0004890655,0.0005794045,0.0008785031,0.00003263896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000003193863,0.00005678381,6.641122e-7,0.8708348,0.00118142,0.0000473881,0.0001750801,4.140644e-8,7.668351e-9,0.08221716,0.02024591,0.0252376],"study_design_scores_gemma":[0.0001149815,0.0000216422,0.00000199839,0.5826278,0.004835511,0.000005836596,0.004128749,0.00000595376,7.458727e-9,0.00207642,0.4058696,0.0003115205],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[4.15638e-7,0.9788221,0.00004728855,0.002437453,0.0002592611,0.004781658,0.00001588066,0.0001590773,0.01347683],"genre_scores_gemma":[0.00005310369,0.9944091,0.00003560475,0.0007495338,0.0004267942,0.0008317056,0.000244802,0.00009110636,0.003158213],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3856237,"threshold_uncertainty_score":0.9999294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2788918980692977,"score_gpt":0.434429102905338,"score_spread":0.1555372048360403,"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."}}