{"id":"W7104648849","doi":"10.1007/s10796-025-10649-4","title":"Competing in the Digital Economy: The Influence of Information Visibility on Corporate Entrepreneurship","year":2025,"lang":"en","type":"article","venue":"Information Systems Frontiers","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Regional Municipality of Niagara","funders":"","keywords":"Visibility; Entrepreneurship; Structural equation modeling; Entrepreneurial orientation; Value (mathematics); Information behavior; Information technology; Information system","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":[0.0009491869,0.0001367354,0.000192248,0.0002860692,0.0001874488,0.0009152519,0.0004471665,0.00004537754,0.000002145199],"category_scores_gemma":[0.0003752837,0.00008295676,0.00005906604,0.0006152976,0.0001072615,0.006280435,0.00008796904,0.0001350254,0.00008100472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000477406,"about_ca_system_score_gemma":0.00002961623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003705765,"about_ca_topic_score_gemma":0.00001186087,"domain_scores_codex":[0.9986949,0.00003261261,0.0008091531,0.00008873815,0.0001974954,0.0001770855],"domain_scores_gemma":[0.9983981,0.000134154,0.0009167747,0.000326459,0.0002192584,0.000005210253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000736345,0.00002340428,0.8613715,0.0004491278,0.00003375768,2.356108e-7,0.002605902,0.05367363,7.996429e-7,0.06895555,0.006023522,0.006788903],"study_design_scores_gemma":[0.001129271,0.00002953355,0.6319821,0.000544312,0.00003956568,0.00000139523,0.06332707,0.01209585,0.00001430865,0.004521927,0.2859739,0.0003407454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9263672,0.00005726545,0.000320385,0.001328853,0.0005783684,0.0007272043,0.00001032076,0.00004360023,0.07056685],"genre_scores_gemma":[0.9970943,0.000006132137,0.000004166885,0.002750062,0.00004934256,0.00004975641,0.00003259569,0.000001925137,0.00001169639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2799504,"threshold_uncertainty_score":0.8825796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01242653402841304,"score_gpt":0.2059358992332641,"score_spread":0.193509365204851,"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."}}