{"id":"W4410415687","doi":"10.47392/irjaeh.2025.0334","title":"Deep Deception Detector: Exposing AI Generated Fake Video","year":2025,"lang":"en","type":"article","venue":"International Research Journal on Advanced Engineering Hub (IRJAEH)","topic":"Digital Media Forensic Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Deception; Detector; Computer security; Internet privacy; Fake news; Computer science; Psychology; Artificial intelligence; Social psychology; Telecommunications","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":[0.0009266778,0.0002178087,0.0001842981,0.001540099,0.0002290292,0.0009726831,0.001238414,0.00009180154,0.00003637935],"category_scores_gemma":[0.002196258,0.0002166985,0.0001165916,0.001101621,0.00005453364,0.001545466,0.0002665237,0.00118652,0.0001049513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001240782,"about_ca_system_score_gemma":0.0001893643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005934527,"about_ca_topic_score_gemma":0.00001042517,"domain_scores_codex":[0.9969724,0.00007327444,0.000460667,0.0004272287,0.001470222,0.0005961445],"domain_scores_gemma":[0.9978547,0.0004087787,0.0000935063,0.0003710061,0.001014366,0.0002576725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001078058,0.00008861181,0.00004763669,0.00001796523,0.0001150716,0.0001338001,0.0001007525,0.3288759,0.07347137,0.02859956,0.001429758,0.5670118],"study_design_scores_gemma":[0.00144975,0.0004608274,0.001653574,0.000723578,0.000005572522,0.0002680805,0.00004688249,0.7859225,0.09274749,0.009817571,0.1064691,0.0004351427],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0505538,0.0002409897,0.9374174,0.00193142,0.006109337,0.0001885071,0.000002373586,0.0002427883,0.003313355],"genre_scores_gemma":[0.9676334,0.0001376881,0.03054515,0.0003806508,0.000490368,0.00004496811,0.000005290945,0.00003167774,0.0007307575],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9170796,"threshold_uncertainty_score":0.9379605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01832153045594137,"score_gpt":0.3311018492114223,"score_spread":0.312780318755481,"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."}}