{"id":"W7011573863","doi":"","title":"Mentoring and Strategic Partnerships for SMEs´ Cybersecurity Resilience Amid Digital Transformation : A Qualitative Case Study on Connecting Windsor-Essex","year":2025,"lang":"en","type":"article","venue":"Jonkoping University Library (Jönköping University)","topic":"Modeling and Simulation Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Digital transformation; Resilience (materials science); Qualitative research; Risk management; Psychological resilience; Data breach","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003703041,0.000218592,0.000272992,0.0007686577,0.001061286,0.00042757,0.0005027693,0.0001005907,0.000001597122],"category_scores_gemma":[0.00003269031,0.000269239,0.00009564924,0.001062263,0.00005810536,0.004015868,0.0002145377,0.000213901,0.000001413164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001722432,"about_ca_system_score_gemma":0.0001750566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007187704,"about_ca_topic_score_gemma":0.0000374739,"domain_scores_codex":[0.9982792,0.000352026,0.0002402307,0.0006074674,0.0001981513,0.0003229798],"domain_scores_gemma":[0.9985908,0.0006878824,0.0001688566,0.0003252958,0.00008795985,0.000139154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002914231,0.000284119,0.003937627,0.0002918664,0.0002133816,0.0007385555,0.1781836,0.005751417,0.00004317583,0.8081931,0.00003728055,0.002034451],"study_design_scores_gemma":[0.003816033,0.0005050196,0.0001261811,0.0005068104,0.0000729587,0.00003810182,0.7994321,0.1862988,0.0001203632,0.00299437,0.005420404,0.0006688908],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7655382,0.00001027388,0.2152708,0.0005268026,0.0001581686,0.0005854876,0.00001619906,0.0003523081,0.01754182],"genre_scores_gemma":[0.9968667,0.000004863904,0.001332517,0.00003445613,0.00002166618,4.129576e-7,0.000009091879,0.000008299959,0.001721987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8051987,"threshold_uncertainty_score":0.999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0863520579686544,"score_gpt":0.2922799323711785,"score_spread":0.2059278744025241,"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."}}