{"id":"W4410042626","doi":"10.1007/978-3-031-88304-0_77","title":"A Multi-layered Protection System for Enhancing Data Security in Cloud Computing Environments","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Cloud Data Security Solutions","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hog Administrative Marketing Services (Canada)","funders":"","keywords":"Cloud computing; Computer security; Computer science; Cloud computing security; Data security; Operating system; Encryption","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":[0.0008750779,0.0004691998,0.0004447737,0.0006591392,0.0007351009,0.001905818,0.001522199,0.0008380481,0.003757673],"category_scores_gemma":[0.001025852,0.0003567361,0.0005256051,0.0003957647,0.0004226686,0.002048339,0.001937551,0.001438989,0.00125807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006443282,"about_ca_system_score_gemma":0.0009031697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001491711,"about_ca_topic_score_gemma":0.001460841,"domain_scores_codex":[0.9994391,0.00009075796,0.00004695242,0.00007620033,0.0002426848,0.0001043875],"domain_scores_gemma":[0.9992835,0.0001049456,0.00006622596,0.0002347907,0.0002128414,0.00009764021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009799153,0.0004214028,0.002744835,0.0003849977,0.0001979903,0.0007740019,0.0007073334,0.03337906,0.3235669,0.03871245,0.02318685,0.5749443],"study_design_scores_gemma":[0.0001023058,0.0004900901,0.002265309,0.0001390329,0.0002392582,0.001165668,0.0001437555,0.6939402,0.2146572,0.01681532,0.06988602,0.0001559427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.03378349,0.000794692,0.9463415,0.0003435278,0.0002202837,0.0001778768,0.00008685607,0.01158079,0.006671108],"genre_scores_gemma":[0.528975,0.0008460426,0.4505887,0.0005030435,0.0001316814,0.0001513474,0.0003323557,0.0006993245,0.01777254],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.003757673,"threshold_uncertainty_score":0.01257074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03509461682703192,"score_gpt":0.2583636716020057,"score_spread":0.2232690547749738,"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."}}