{"id":"W7131269307","doi":"10.5281/zenodo.18759719","title":"Cybersecurity Challenges and Strategies in East African Financial Systems: A Beninese Perspective","year":2002,"lang":"en","type":"article","venue":"Open MIND","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Audit; Data breach; Perspective (graphical); Key (lock); Government (linguistics); Emerging markets; Financial stability; Compliance (psychology)","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":[0.001319853,0.0004370546,0.0002093183,0.001355688,0.003592252,0.004107405,0.0003561796,0.001106001,0.002543491],"category_scores_gemma":[0.001825821,0.0001939861,0.0001004387,0.001292232,0.002219302,0.003311441,0.001569445,0.0006291604,0.0001412939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002561629,"about_ca_system_score_gemma":0.002241953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009219875,"about_ca_topic_score_gemma":0.01933265,"domain_scores_codex":[0.9990861,0.0005481035,0.00002099529,0.00002831991,0.00004549724,0.00027098],"domain_scores_gemma":[0.9989801,0.0005211937,0.0002321314,0.0000147372,0.0001207107,0.0001311038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003430132,0.0005447026,0.3280699,0.001049488,0.00007300391,0.01247547,0.3984933,0.007111369,0.002528362,0.1313405,0.003633232,0.1143377],"study_design_scores_gemma":[0.000016858,0.0001149305,0.06080445,0.0004586614,0.00002497234,0.0009583039,0.9046865,0.004411989,0.001002675,0.007855338,0.01962935,0.00003593127],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838176,0.001559362,0.0004349645,0.003281024,0.00001203305,0.00003529809,0.00001050485,0.000002346878,0.01084684],"genre_scores_gemma":[0.9980091,0.0008850939,0.0001917705,0.0001067933,0.000004031526,0.00001106329,0.000004790489,6.443943e-7,0.0007865959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009219875,"threshold_uncertainty_score":0.01858598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04528800199385781,"score_gpt":0.2673709316657768,"score_spread":0.222082929671919,"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."}}