{"id":"W4403273667","doi":"10.1080/26437015.2024.2404177","title":"The human element in digital transformation: The role of talent management for SMEs","year":2024,"lang":"en","type":"article","venue":"Journal of the International Council for Small Business","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Element (criminal law); Business; Digital transformation; Talent management; Transformation (genetics); Human resource management; Knowledge management; Management; Business administration; Marketing; Computer science; Political science; Economics; World Wide Web","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":[0.001784222,0.0001480199,0.0001511366,0.000159975,0.0002630745,0.0008184923,0.001123274,0.00002680423,0.00002290052],"category_scores_gemma":[0.0001081858,0.00007454107,0.0003006825,0.0002732218,0.00006942341,0.0006348352,0.000167936,0.0001166778,0.000005351364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002945267,"about_ca_system_score_gemma":0.00007243173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003602695,"about_ca_topic_score_gemma":0.0002782575,"domain_scores_codex":[0.9979843,0.000005264502,0.0007012151,0.0001223852,0.0009974098,0.0001894319],"domain_scores_gemma":[0.9980745,0.0001324537,0.0004160463,0.0001795183,0.001190576,0.000006950442],"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":[0.0006174899,0.0004308598,0.00279632,0.001538898,0.001381238,0.00001376436,0.0008735709,0.00772453,0.0003046038,0.870424,0.03017555,0.08371916],"study_design_scores_gemma":[0.0007641258,0.00001766754,0.00331909,0.0003397742,0.0001277157,0.000004839389,0.001088798,0.005636204,0.00005581173,0.03649564,0.9520485,0.0001018223],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.881554,0.002366598,0.00734949,0.0423657,0.006476888,0.003434287,0.00007873507,0.00005184579,0.05632247],"genre_scores_gemma":[0.9967527,0.00005815543,0.0000312634,0.000338815,0.0008639172,0.00008490904,0.00001106046,0.00002075127,0.001838427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.921873,"threshold_uncertainty_score":0.789274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04408271808350062,"score_gpt":0.235632926280932,"score_spread":0.1915502081974313,"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."}}