{"id":"W4408618174","doi":"10.3390/electronics14061207","title":"From Vulnerability to Resilience: Securing Public Safety GPS and Location Services with Smart Radio, Blockchain, and AI-Driven Adaptability","year":2025,"lang":"en","type":"article","venue":"Electronics","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Concordia University","keywords":"Resilience (materials science); Adaptability; Global Positioning System; Vulnerability (computing); Blockchain; Computer security; Computer science; Telecommunications; Business; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005255677,0.0001817047,0.0002249054,0.0001313936,0.0004522274,0.0001456052,0.0006430618,0.0001539946,0.000003250271],"category_scores_gemma":[0.00004660563,0.0001685772,0.00001624321,0.001229884,0.0001613557,0.0001800031,0.0004010471,0.0004114405,0.000001679748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001577936,"about_ca_system_score_gemma":0.0002788655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001786223,"about_ca_topic_score_gemma":0.002788964,"domain_scores_codex":[0.998248,0.0001017279,0.0002545928,0.0008311188,0.0001652451,0.0003993248],"domain_scores_gemma":[0.998465,0.0001422518,0.00006796932,0.0009728241,0.0002396305,0.000112313],"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":[0.0001352714,0.0003862071,0.07036896,0.0002086921,0.0001442832,0.000003029702,0.003541047,0.001128438,0.001551439,0.6528032,0.0002535039,0.2694759],"study_design_scores_gemma":[0.001874858,0.0006929632,0.1711949,0.0001576315,0.00007432917,0.00003431931,0.0006873168,0.5139738,0.009158127,0.1791911,0.1218356,0.001125028],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6899526,0.00282372,0.2910485,0.01537946,0.0000309994,0.0004159823,0.000004968618,0.0002267073,0.0001171328],"genre_scores_gemma":[0.9856729,0.0001242404,0.01352724,0.0005394084,0.00001752005,0.00008512681,0.000005289557,0.000006073808,0.00002223185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5128453,"threshold_uncertainty_score":0.6874378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004459939779509424,"score_gpt":0.2258310448609957,"score_spread":0.2213711050814862,"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."}}