{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001302772,0.000474738,0.0008144116,0.0002799996,0.0002308165,0.0003065206,0.001197405,0.0007804509,4.532008e-7],"category_scores_gemma":[0.0001383018,0.0004906626,0.00007668084,0.0001788846,0.00005145101,0.0002032119,0.001282989,0.0009444067,0.000001789217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004584588,"about_ca_system_score_gemma":0.00007922493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006199778,"about_ca_topic_score_gemma":0.004740559,"domain_scores_codex":[0.9967405,0.000163633,0.000941656,0.001365783,0.0002704823,0.0005179936],"domain_scores_gemma":[0.9972403,0.0006148124,0.0004367587,0.001592261,0.00003342245,0.00008244636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001704859,0.0003403202,0.0007216301,0.01069279,0.0005898634,0.0002298925,0.00472264,0.7832726,0.0002776137,0.125037,0.0009979043,0.07294732],"study_design_scores_gemma":[0.0006845742,0.0000370544,0.00001798752,0.003815698,0.00002277704,0.00003528923,0.00001490699,0.9891455,0.000004102645,0.0007637313,0.005044101,0.0004142672],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00004378854,0.006125093,0.9878442,0.0001070505,0.002596477,0.002736703,0.0002138066,0.0001034788,0.000229392],"genre_scores_gemma":[0.9924352,0.0001398311,0.005432724,0.00005563888,0.0009733515,0.0001086594,0.000436391,0.00004615638,0.0003720521],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9923914,"threshold_uncertainty_score":0.9997545,"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."}}