{"id":"W2125284764","doi":"10.1002/hrm.20230","title":"Information technology usage and human resource roles and effectiveness","year":2008,"lang":"en","type":"article","venue":"Human Resource Management","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Knowledge management; Transformational leadership; Business; Function (biology); Information technology; Human resources; Resource (disambiguation); Human resource management system; Information technology management; Human resource management; Empirical research; Information system; Management information systems; Management; Computer science; Engineering; Economics","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"],"consensus_categories":[],"category_scores_codex":[0.0006753785,0.0003068228,0.0002797721,0.001470735,0.001190039,0.000333325,0.0002935619,0.0001037678,0.00006020626],"category_scores_gemma":[0.00001749141,0.0003087314,0.00004353681,0.0007783471,0.0002825148,0.0006297426,0.001031342,0.0001905052,0.0001557929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005192617,"about_ca_system_score_gemma":0.000002337364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002734214,"about_ca_topic_score_gemma":0.00001941933,"domain_scores_codex":[0.9984686,0.00003016015,0.0004286777,0.0003568536,0.0003292145,0.0003865179],"domain_scores_gemma":[0.9992089,0.00001880945,0.0002465831,0.0004114949,0.00009249256,0.00002173723],"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":[0.0000311527,0.00008051026,0.01855989,0.0007765357,0.00007785818,0.00003363968,0.0002393173,0.00001138563,0.00008441294,0.9653528,0.004922971,0.009829507],"study_design_scores_gemma":[0.001810037,0.00004336952,0.109146,0.0001425415,0.00008303284,0.000009848779,0.004257753,0.0001179683,0.00003667596,0.006665652,0.877206,0.0004812164],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.469041,0.00008041169,0.0002433368,0.0003775601,0.0000390266,0.00069402,8.170886e-7,0.0003468286,0.5291771],"genre_scores_gemma":[0.9960687,0.000009426114,0.0001104291,0.001435541,0.0002055894,0.0001108636,0.00006960641,0.00003167038,0.001958244],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9586872,"threshold_uncertainty_score":0.9999365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01237243815029295,"score_gpt":0.2219290140532844,"score_spread":0.2095565759029915,"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."}}