{"id":"W4407864863","doi":"10.21810/jicw.v7i3.6856","title":"THE NECESSARY EVOLUTION OF COUNTER-INTELLIGENCE IN RESPONSE TO FOREIGN INTERFERENCE","year":2025,"lang":"en","type":"article","venue":"The Journal of Intelligence Conflict and Warfare","topic":"Intelligence, Security, War Strategy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interference (communication); Psychology; Computer science; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007010554,0.0002002341,0.0003491142,0.0003620092,0.0005471728,0.0001238445,0.001591767,0.0001391431,0.00005296519],"category_scores_gemma":[0.002207504,0.000125465,0.0001117312,0.001145941,0.001066416,0.0002760364,0.0001745871,0.0005540456,0.000010751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002770359,"about_ca_system_score_gemma":0.0007491756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002148987,"about_ca_topic_score_gemma":0.002990732,"domain_scores_codex":[0.9967778,0.0009666497,0.001071446,0.0001826858,0.0005485966,0.0004527988],"domain_scores_gemma":[0.9955564,0.002543162,0.0004442159,0.0003432663,0.0009841977,0.0001287911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.008935297,0.0002240374,0.0100898,0.000111511,0.0001695874,0.00003925657,0.1334801,0.001976118,0.003078783,0.7037313,0.001546716,0.1366174],"study_design_scores_gemma":[0.0003350821,0.002419535,0.01439065,0.003331453,0.000178521,0.0001039075,0.6696266,0.003348352,0.04247494,0.1824555,0.08048765,0.0008477761],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7673136,0.02085054,0.1692912,0.01341611,0.0017326,0.001302637,0.00002018419,0.0000355454,0.02603762],"genre_scores_gemma":[0.9932425,0.005555785,0.00009559061,0.0002075753,0.00007568609,0.000006114009,1.890345e-7,0.000008325483,0.0008082163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5361465,"threshold_uncertainty_score":0.5116313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02839914360208584,"score_gpt":0.3393964259255268,"score_spread":0.3109972823234409,"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."}}