{"id":"W4410062277","doi":"10.55927/fjmr.v4i4.168","title":"AI-Powered Framework for Real-time Threat Detection and Response in Cloud Infrastructure","year":2025,"lang":"en","type":"article","venue":"Formosa Journal of Multidisciplinary Research","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wycliffe College","funders":"","keywords":"Cloud computing; Computer science; Computer security; Operating system","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":[0.004995612,0.0001463071,0.0002928942,0.0009712011,0.000510024,0.0001829603,0.0006447786,0.0002707706,0.00001325926],"category_scores_gemma":[0.0007560959,0.0001229859,0.0001066877,0.001320772,0.0001365041,0.000789936,0.0005662351,0.001170345,0.000003766611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002750208,"about_ca_system_score_gemma":0.0003016844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001690465,"about_ca_topic_score_gemma":0.00002204926,"domain_scores_codex":[0.9976273,0.000557534,0.000552659,0.0003031957,0.0005051977,0.0004540855],"domain_scores_gemma":[0.997147,0.001662498,0.0001672393,0.0003531273,0.0005347584,0.0001353532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.09870087,0.001127398,0.006642297,0.0006287474,0.0003363944,0.0004325538,0.02519708,0.004406502,0.2467622,0.0646956,0.01107788,0.5399925],"study_design_scores_gemma":[0.003272162,0.005317466,0.04787356,0.0009337851,0.00001454671,0.0002898308,0.0007411465,0.2023159,0.01673111,0.7192405,0.0029392,0.0003307379],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.737306,0.0004507272,0.2577749,0.003267767,0.0006517628,0.0004133291,0.00000335333,0.00002355578,0.0001086543],"genre_scores_gemma":[0.9769419,0.0005759416,0.02201448,0.00003678065,0.0002466379,0.00002082751,7.427151e-7,0.0000114193,0.0001512704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6545449,"threshold_uncertainty_score":0.5084633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02328441105706106,"score_gpt":0.3636297690955513,"score_spread":0.3403453580384903,"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."}}