{"id":"W4407368496","doi":"10.1007/978-3-031-68952-9_53","title":"Role of AI and Digitization in People Management Function for Business Excellence: A Voyant Tool Analysis and Agenda for Future Research","year":2025,"lang":"en","type":"book-chapter","venue":"Signals and communication technology","topic":"AI and HR Technologies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Hydro (Canada)","funders":"","keywords":"Digitization; Excellence; Function (biology); Knowledge management; Engineering; Data science; Management; Political science; Computer science; Economics; Telecommunications","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":[0.0004465704,0.0001770411,0.0004124514,0.002378808,0.0002555139,0.0001016673,0.0003025368,0.0004424482,0.00001351915],"category_scores_gemma":[0.00006448592,0.0001741552,0.00004717997,0.0008107353,0.0002442822,0.0002005523,0.0006474697,0.0002454172,5.130545e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002116538,"about_ca_system_score_gemma":0.0000183662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008063156,"about_ca_topic_score_gemma":0.0006165621,"domain_scores_codex":[0.9990073,0.000007303891,0.0003555807,0.0003441901,0.0001132609,0.000172357],"domain_scores_gemma":[0.9986143,0.000114396,0.00024504,0.0005006698,0.0005216483,0.000003990538],"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":[0.00006984577,0.00002599094,0.00173198,0.0007821605,0.0001773156,1.594793e-7,0.00002787673,0.00000422627,0.00009318459,0.748732,0.0005540326,0.2478012],"study_design_scores_gemma":[0.0006489231,0.00005652476,0.00559204,0.0003699179,0.0006153439,4.688617e-7,0.001968883,0.002579879,0.00007359809,0.7927088,0.1951072,0.0002784395],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1281755,0.2541993,0.2031613,0.1436175,0.0006203256,0.03113351,0.0007318201,0.002860052,0.2355007],"genre_scores_gemma":[0.9553432,0.02838448,0.001692811,0.0002690351,0.00008045283,0.0008459642,0.0005195652,0.00004069544,0.01282383],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8271676,"threshold_uncertainty_score":0.7101841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01874870628746463,"score_gpt":0.2725998694993063,"score_spread":0.2538511632118417,"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."}}