{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007790736,0.0004298064,0.0004154518,0.001454805,0.002285108,0.008651761,0.0006637789,0.003081162,0.01171897],"category_scores_gemma":[0.02708839,0.0003941867,0.0002863792,0.001758451,0.007050972,0.01129093,0.002088587,0.002657085,0.00138009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001674873,"about_ca_system_score_gemma":0.002733951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001102724,"about_ca_topic_score_gemma":0.0006671955,"domain_scores_codex":[0.9930398,0.004923912,0.0001652821,0.0003884898,0.001048507,0.0004339237],"domain_scores_gemma":[0.9289967,0.06230362,0.003616376,0.001521326,0.001836816,0.001725198],"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":[0.0003641089,0.0002169072,0.006471871,0.0006772797,0.00005482887,0.0003696262,0.01247847,0.002160291,0.001688498,0.8182377,0.01151257,0.1457678],"study_design_scores_gemma":[0.00009257781,0.0001704323,0.01105428,0.000549437,0.0000465025,0.000279824,0.006254637,0.003740683,0.001028524,0.9311317,0.04560384,0.00004763184],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1946513,0.03531957,0.03387188,0.101409,0.001647685,0.00007623579,0.0002008546,0.0001141741,0.6327093],"genre_scores_gemma":[0.9825316,0.005278457,0.003559542,0.001237256,0.000930577,0.00005595723,0.00002926249,0.00003345823,0.006343984],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01171897,"threshold_uncertainty_score":0.04120183,"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."}}