{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002522642,0.0001527037,0.000247838,0.001671332,0.001751113,0.009386079,0.0004468058,0.001059661,0.00834451],"category_scores_gemma":[0.01612714,0.0001343451,0.0002173763,0.001854096,0.004867253,0.004855675,0.003178937,0.001549826,0.0004000645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001146269,"about_ca_system_score_gemma":0.001604741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003347185,"about_ca_topic_score_gemma":0.003910956,"domain_scores_codex":[0.9982054,0.0009817211,0.00005702129,0.0001196216,0.0002324822,0.0004036767],"domain_scores_gemma":[0.9633501,0.02587369,0.00330306,0.0007681467,0.001868795,0.004836204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002190832,0.003076356,0.6135965,0.0002711337,0.0001661815,0.002275513,0.03340787,0.001535206,0.003137384,0.1994985,0.004399326,0.1364452],"study_design_scores_gemma":[0.0001592756,0.0006152153,0.7275521,0.0004670999,0.0001962958,0.001036268,0.1128938,0.005026305,0.002884902,0.117681,0.03138798,0.00009975478],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9467395,0.0008632274,0.0003203511,0.003367573,0.00002757135,0.000007231412,0.00002604494,0.000004913308,0.04864365],"genre_scores_gemma":[0.9992323,0.0001560913,0.0000368978,0.00004446986,0.00001459124,8.574438e-7,0.000004320243,0.000002403674,0.000508127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009386079,"threshold_uncertainty_score":0.02791512,"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."}}