{"id":"W4381685112","doi":"10.55859/ijiss.1288854","title":"Graph Theoretic Approach to Randomness Test Based on the Overlapping Blocks","year":2023,"lang":"en","type":"article","venue":"International Journal of Information Security Science","topic":"Chaos-based Image/Signal Encryption","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Pseudorandom number generator; Randomness; Random number generation; Sequence (biology); Randomness tests; Algorithm; Random sequence; Mathematics; Computer science; Pseudorandom generator; Pseudorandomness; Cryptography; Graph; Random graph; Pseudorandom noise; Theoretical computer science; Discrete mathematics; Statistics","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":[0.004550249,0.0001265042,0.0001310201,0.001390327,0.000258098,0.0009873839,0.00320205,0.00003093231,0.00001775891],"category_scores_gemma":[0.002672099,0.0000862976,0.0001166,0.002475477,0.0002234751,0.003709866,0.0002435745,0.0002713214,0.00011794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001843124,"about_ca_system_score_gemma":0.0003787779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006393119,"about_ca_topic_score_gemma":3.402283e-7,"domain_scores_codex":[0.996524,0.00006320868,0.0005882849,0.0001532572,0.002423899,0.0002473256],"domain_scores_gemma":[0.9967552,0.0007844942,0.0004825137,0.000310598,0.001521137,0.0001460499],"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":[0.0003679984,0.0004250491,0.0005566461,0.00003993481,0.00005226647,0.00003272717,0.02111482,0.2668515,0.00666086,0.666736,0.01087664,0.02628554],"study_design_scores_gemma":[0.001128376,0.0001465722,0.003226659,0.0001266018,0.00000403375,0.00009003982,0.0004268913,0.9752296,0.003973835,0.01374119,0.001729554,0.0001766238],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04941034,0.000003720915,0.9274937,0.01172014,0.001386121,0.0002752215,0.00001124662,0.00009220029,0.009607341],"genre_scores_gemma":[0.9921563,0.000005329654,0.00412274,0.003596074,0.00009582885,0.00001007562,0.000003048877,0.000002988615,0.000007626559],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9427459,"threshold_uncertainty_score":0.9521366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01071720225221041,"score_gpt":0.2504459590304414,"score_spread":0.239728756778231,"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."}}