{"id":"W3167323994","doi":"10.4018/ijskd.2021070105","title":"A Sociotechnical Systems Analysis of Knowledge Management for Cybersecurity","year":2021,"lang":"en","type":"article","venue":"International Journal of Sociotechnology and Knowledge Development","topic":"Information and Cyber Security","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Sociotechnical system; Computer security; Computer science; Process (computing); Analytics; Information system; Engineering; Knowledge management; Data science","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":[0.0007701257,0.000117355,0.0003629425,0.0006842269,0.00009438959,0.0000520814,0.0007686185,0.000224352,0.000007524078],"category_scores_gemma":[0.00006021483,0.000110673,0.0001932631,0.0005032362,0.0001061434,0.0002263116,0.0004249869,0.0002301711,0.000004614047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001741451,"about_ca_system_score_gemma":0.0003372054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.60703e-7,"about_ca_topic_score_gemma":0.00001188615,"domain_scores_codex":[0.9986293,0.00004878586,0.0007548505,0.0001715276,0.0002421242,0.0001534469],"domain_scores_gemma":[0.9979144,0.0001174813,0.0004188025,0.0001635768,0.00132966,0.00005608392],"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":[0.00002652128,0.0003974616,0.0003680213,0.00008105371,0.00405534,0.00003388751,0.008418805,0.0000290047,0.0001171849,0.9237307,0.0008150568,0.06192702],"study_design_scores_gemma":[0.009258469,0.0004719468,0.0371149,0.0008527058,0.00177173,0.0009546573,0.01380411,0.0476148,0.03836901,0.03108362,0.8171352,0.001568857],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09613261,0.006092621,0.8846341,0.003215707,0.002848669,0.0002759692,0.00001650429,0.00009751249,0.006686258],"genre_scores_gemma":[0.9630972,0.0003884731,0.03618227,0.00006497073,0.00004131013,0.00001402452,0.000008775749,0.000004134403,0.0001988068],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.892647,"threshold_uncertainty_score":0.4513115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01430137513367691,"score_gpt":0.289234050058244,"score_spread":0.2749326749245671,"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."}}