{"id":"W4407864902","doi":"10.21810/jicw.v7i3.6852","title":"ANTICIPATORY APPROACHES TO DISINFORMATION: THE ROLE OF TRADECRAFT IN STRENGTHENING RESILIENCE","year":2025,"lang":"en","type":"article","venue":"The Journal of Intelligence Conflict and Warfare","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disinformation; Resilience (materials science); Political science; Psychology; Sociology; Social media; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008600524,0.0005685748,0.0002104688,0.001016883,0.005988411,0.007374728,0.0009353764,0.003065239,0.009714016],"category_scores_gemma":[0.008664723,0.0002523395,0.0004904657,0.0006164984,0.01273479,0.008576054,0.006434751,0.005717603,0.0005636812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004445774,"about_ca_system_score_gemma":0.004289409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002680023,"about_ca_topic_score_gemma":0.006241771,"domain_scores_codex":[0.9941002,0.004459307,0.0001261032,0.0001989379,0.0004635442,0.00065185],"domain_scores_gemma":[0.9922071,0.005649156,0.0005152612,0.0002792182,0.0005103137,0.0008390214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002875295,0.0001935463,0.00351556,0.001082642,0.00005434518,0.001735436,0.177219,0.002845848,0.001971005,0.578239,0.06022917,0.1726269],"study_design_scores_gemma":[0.0000410781,0.0003071908,0.002866025,0.002241714,0.00003414659,0.0007239302,0.2012353,0.001757382,0.002683125,0.1254442,0.6625547,0.0001112346],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.09625153,0.01425352,0.03549366,0.5265646,0.00354539,0.0002789836,0.00007734315,0.0001792423,0.3233558],"genre_scores_gemma":[0.9493147,0.007617827,0.008902841,0.01404332,0.000376695,0.000116318,0.00002377779,0.00004053364,0.01956404],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.009714016,"threshold_uncertainty_score":0.04548442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1033254785802588,"score_gpt":0.336929481532301,"score_spread":0.2336040029520421,"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."}}