{"id":"W4415744052","doi":"10.1109/iv68685.2025.00019","title":"Dynamic Conflict Surges Flagging and Visualization","year":2025,"lang":"","type":"article","venue":"","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Flagging; Exploit; Dashboard; Visualization; Data visualization; Earth observation satellite","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004422639,0.0002184182,0.0002608897,0.0004305112,0.0003057047,0.001076789,0.0004266135,0.0001042087,0.000210972],"category_scores_gemma":[0.0001397772,0.0002227232,0.00005032849,0.001358227,0.0001263516,0.0007017748,0.0005348002,0.0000854475,0.00003004217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004365644,"about_ca_system_score_gemma":0.0001832664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000361146,"about_ca_topic_score_gemma":0.00003295461,"domain_scores_codex":[0.9982895,0.0001178374,0.0004711809,0.0005793421,0.0002371524,0.0003049666],"domain_scores_gemma":[0.9989808,0.0001271322,0.0001211202,0.0004610735,0.0001945117,0.0001153421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003179939,0.00007788749,0.00211159,0.0001464372,0.00005656068,0.000004509774,0.0004605271,0.0001336024,0.0001719457,0.9306146,0.005875441,0.0603437],"study_design_scores_gemma":[0.0003204805,0.00002198322,0.001516596,0.0001550885,0.00003474412,0.000002067118,0.0001330892,0.9360572,0.0003314922,0.0007401638,0.06046683,0.000220255],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0016403,0.001129855,0.9831988,0.001864596,0.0006866302,0.0001541381,0.000008930667,0.000171597,0.0111452],"genre_scores_gemma":[0.9376331,0.004454028,0.003042443,0.005336403,0.000023582,0.000003885387,0.0000756724,0.00001761186,0.04941331],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9801563,"threshold_uncertainty_score":0.9999602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01767175451939421,"score_gpt":0.3336972187633329,"score_spread":0.3160254642439386,"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."}}