{"id":"W6940070027","doi":"10.6084/m9.figshare.29067458.v1","title":"Cyber Warfare and Nation-State Attack - Investigating Tactics, Techniques, and Procedures (TTPs) of State-Sponsored Cyberattacks and Defense Mechanisms By Stephen.docx","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cyberwarfare; Cyberspace; Information Operations; Cyber threats; Espionage; Leverage (statistics); Industrial espionage; Information warfare","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001798324,0.001068726,0.0005140601,0.002527851,0.001865367,0.006415096,0.0009569318,0.001572412,0.1353509],"category_scores_gemma":[0.008198263,0.0005883031,0.0008015335,0.002806315,0.001571673,0.005790501,0.001805328,0.002950636,0.049502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002756319,"about_ca_system_score_gemma":0.00591522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008560658,"about_ca_topic_score_gemma":0.01429032,"domain_scores_codex":[0.9991105,0.0001633561,0.00006892799,0.0001198235,0.0004447761,0.00009253787],"domain_scores_gemma":[0.9920977,0.002397718,0.0007248176,0.0003185867,0.003700208,0.0007608159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001408398,0.00001339371,0.0003683833,0.0002494864,0.000003809351,0.00003095066,0.0002280995,0.00008975252,0.0001400856,0.006911241,0.9776967,0.01425404],"study_design_scores_gemma":[0.000008829329,0.0000235271,0.002812524,0.0005684696,0.00000512441,0.00007391847,0.0007414804,0.0001325915,0.0003421454,0.00308011,0.9921921,0.00001907639],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005208111,0.04259656,0.01493861,0.1734375,0.1429449,0.002345597,0.02744551,0.002712176,0.588371],"genre_scores_gemma":[0.03793154,0.07355325,0.01439123,0.02252954,0.03081714,0.001146637,0.01044491,0.00238407,0.8068017],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1353509,"threshold_uncertainty_score":0.4527938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02009128377450636,"score_gpt":0.2423321208336519,"score_spread":0.2222408370591456,"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."}}