{"id":"W4408843662","doi":"10.18280/ijsse.150213","title":"Authentication in Liveness Detection Utilizing CNN and MobileViT Algorithm","year":2025,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Fire Detection and Safety Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Liveness; Computer science; Authentication (law); Computer security; Algorithm; Computer network; Distributed computing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002896551,0.00009124184,0.0001522583,0.0003643447,0.00002292082,0.00004133814,0.00008362446,0.00006873868,0.000004460594],"category_scores_gemma":[0.00004367667,0.00009791923,0.00003675911,0.0001312001,0.00001281175,0.0002208866,0.00002177128,0.0002158904,6.013872e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001099584,"about_ca_system_score_gemma":0.000009277801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001357241,"about_ca_topic_score_gemma":0.00001288125,"domain_scores_codex":[0.9993109,0.00001449604,0.000377947,0.00007606101,0.0001324877,0.00008812169],"domain_scores_gemma":[0.9997157,0.00006898432,0.0000472608,0.00004298427,0.00008642169,0.00003867294],"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":[0.000281049,0.0001013943,0.002316599,0.000662916,0.0006693315,0.000110666,0.006109389,0.1209701,0.04175893,0.004910483,0.00002031007,0.8220888],"study_design_scores_gemma":[0.0008538829,0.00002684576,0.02621046,0.000503587,0.00001584494,0.0001925177,0.0003642152,0.9592768,0.003709113,0.0003191934,0.00838124,0.0001462769],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6785438,0.003635367,0.312732,0.0002910609,0.003956706,0.0001605226,0.00001025786,0.000100243,0.0005699995],"genre_scores_gemma":[0.9983689,0.00117968,0.0003207066,0.00001265455,0.00009621997,0.000002434102,0.000001186162,0.000007868669,0.00001032687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8383067,"threshold_uncertainty_score":0.399303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003151912264323287,"score_gpt":0.2060499788882556,"score_spread":0.2028980666239323,"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."}}