{"id":"W4415991836","doi":"10.2139/ssrn.5585990","title":"The Role of Communication in Effective Business Management","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Organizational and Employee Performance","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University","funders":"","keywords":"Internal communications; Key (lock); Business communication; Organizational communication; Information and Communications Technology; Citizen journalism","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":[],"consensus_categories":[],"category_scores_codex":[0.001384008,0.0001157086,0.0001432276,0.0001500231,0.0001894877,0.00008622038,0.001864002,0.00006422937,6.009517e-7],"category_scores_gemma":[0.00002383921,0.0000857327,0.00004623449,0.0005371567,0.00003568917,0.0001397864,0.001179186,0.001444036,0.000003499168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005985739,"about_ca_system_score_gemma":0.001266592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008649118,"about_ca_topic_score_gemma":0.000372501,"domain_scores_codex":[0.9985785,0.0001325875,0.0002826233,0.0001597541,0.0002160822,0.0006304471],"domain_scores_gemma":[0.9989664,0.00008691513,0.00022075,0.0004991145,0.0002118671,0.00001497715],"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":[0.00001566178,0.00005962056,0.004240987,0.00003830278,0.0001297666,4.61986e-7,0.0002621928,0.004807885,0.000008740845,0.7711446,0.00002119704,0.2192706],"study_design_scores_gemma":[0.0002236899,0.00002177713,0.05578187,0.0002282233,0.00001401879,0.00001661634,0.0001596196,0.004719238,0.0001964138,0.9372622,0.001260529,0.0001158127],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2739902,0.08716762,0.5994173,0.01453309,0.002163782,0.002617154,0.00001028246,0.0001835302,0.01991701],"genre_scores_gemma":[0.9683273,0.03013699,0.0008622487,0.00002343345,0.00003725306,0.0000269219,0.00000347261,0.000005240245,0.0005770804],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6943371,"threshold_uncertainty_score":0.6273698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002765978582538213,"score_gpt":0.2132933946227176,"score_spread":0.2105274160401794,"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."}}