{"id":"W2949736952","doi":"","title":"Human Assisted Randomness Generation Using Video Games.","year":2014,"lang":"en","type":"preprint","venue":"IACR Cryptology ePrint Archive","topic":"Chaos-based Image/Signal Encryption","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Randomness; Computer science; Entropy (arrow of time); Randomness tests; Set (abstract data type); Theoretical computer science; Human–computer interaction; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001167006,0.0007211446,0.001080592,0.0006651194,0.0004308543,0.0003856911,0.002082116,0.0005438653,0.00008611516],"category_scores_gemma":[0.0002613121,0.0007632575,0.0004727198,0.0002439948,0.0004423876,0.0003060611,0.003320609,0.001555828,0.0001790087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003266532,"about_ca_system_score_gemma":0.000422242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002253305,"about_ca_topic_score_gemma":0.0001307386,"domain_scores_codex":[0.9942327,0.001505633,0.001044062,0.001907532,0.0005493503,0.0007607783],"domain_scores_gemma":[0.9960127,0.0003691758,0.000919749,0.002154549,0.0002895478,0.0002542856],"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":[0.00009153772,0.0002604257,0.000479465,0.0002206958,0.0002849239,0.0001584928,0.001617641,0.05198988,0.2904603,0.6352812,0.001415046,0.01774034],"study_design_scores_gemma":[0.002456541,0.0000958468,0.004862606,0.0002114969,0.0001090562,0.0001977813,0.00001239494,0.5700626,0.0107504,0.4095173,0.0006958651,0.001028103],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1684512,0.00008479735,0.8267409,0.0005996008,0.001905189,0.0007842235,0.00001655589,0.0004219983,0.0009955949],"genre_scores_gemma":[0.4188297,0.0000131782,0.5794924,0.000480146,0.0007677849,0.0001836421,0.0001707754,0.00005697672,0.000005316157],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5180727,"threshold_uncertainty_score":0.9994819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05109110243666436,"score_gpt":0.3099897016658757,"score_spread":0.2588985992292114,"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."}}