{"id":"W4415762789","doi":"10.1002/cjas.70033","title":"Securing Strategic Advantage: The Role of Cybersecurity Actions and Government Support in Enhancing Digital Platform Capabilities","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Administrative Sciences / Revue Canadienne des Sciences de l Administration","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science and Technology Council","keywords":"Resilience (materials science); Government (linguistics); Competence (human resources); Dynamic capabilities; Digital economy; Competitive advantage; Resource-based view; Core competency","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002091909,0.0001693248,0.0002357437,0.0003595522,0.0009590047,0.0007744207,0.001013311,0.00006796188,0.00002023389],"category_scores_gemma":[0.0003702061,0.000139446,0.00007452838,0.0012396,0.002650968,0.002796144,0.00004342457,0.0002707338,5.743391e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006888278,"about_ca_system_score_gemma":0.007295848,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002892724,"about_ca_topic_score_gemma":0.4360192,"domain_scores_codex":[0.9980865,0.00007728087,0.0007298546,0.0002739884,0.000276851,0.0005555479],"domain_scores_gemma":[0.998483,0.0002579625,0.0004568164,0.000181824,0.0002082082,0.0004121813],"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":[0.00001146139,0.00003048031,0.0161311,0.00005434667,0.00001355538,0.00004234877,0.04379696,0.0001591267,0.0002593521,0.9365791,0.000007307547,0.002914835],"study_design_scores_gemma":[0.0006439291,0.003886156,0.0490372,0.0005897696,0.00003647507,0.00179583,0.3651975,0.01572374,0.01480466,0.5457212,0.001915582,0.0006480186],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9568403,0.000193431,0.001473529,0.0007517347,0.000257552,0.0001700419,0.00004048262,0.000005813069,0.0402671],"genre_scores_gemma":[0.9982701,0.00001581725,0.001532824,0.0001036025,0.00002433825,0.00000558353,0.000001059437,0.000002241194,0.00004441371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4331265,"threshold_uncertainty_score":0.9983318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04075742467923051,"score_gpt":0.2879389057480446,"score_spread":0.2471814810688141,"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."}}