{"id":"W2952234885","doi":"10.48550/arxiv.1111.5379","title":"Self-Avoiding Random Dynamics on Integer Complex Systems","year":2011,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Markov Chains and Monte Carlo Methods","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; D-Wave Systems (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Ising model; Computer science; Gibbs sampling; Monte Carlo algorithm; Monte Carlo method; Statistical physics; Sampling (signal processing); State space; Algorithm; Theoretical computer science; Bayesian probability; Mathematics; Artificial intelligence; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001377032,0.0005802957,0.0009774646,0.0003495722,0.00022357,0.00008405244,0.0008874274,0.0005922554,0.00004697436],"category_scores_gemma":[0.0002869194,0.0005957035,0.0004955627,0.0002463424,0.00009028894,0.0000832907,0.0008987752,0.00128443,0.000004553253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007312443,"about_ca_system_score_gemma":0.0001112226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002075658,"about_ca_topic_score_gemma":0.0001029426,"domain_scores_codex":[0.9970557,0.0009009466,0.0004246419,0.001011677,0.0001337335,0.0004732974],"domain_scores_gemma":[0.9965543,0.001032125,0.0005416141,0.001398487,0.0002410852,0.0002323736],"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":[0.0003359276,0.0002906669,0.0003545888,0.001267706,0.0005092021,0.000297482,0.0007487665,0.005824985,0.0000144304,0.9887493,0.001490014,0.0001169391],"study_design_scores_gemma":[0.002760898,0.0001366363,0.00002234437,0.0008196536,0.0007475105,0.00001612838,0.001862403,0.9046941,0.00005479747,0.08469609,0.002923217,0.001266181],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2324385,0.00007203529,0.6226287,0.0000255526,0.002206313,0.001414781,0.0001073784,0.0007203222,0.1403864],"genre_scores_gemma":[0.9884254,0.0001986092,0.004751158,0.00004279822,0.0001939231,0.000004415151,0.00004704802,0.00009366237,0.006242928],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9040532,"threshold_uncertainty_score":0.9996495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2414919921228446,"score_gpt":0.2503851905847084,"score_spread":0.008893198461863788,"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."}}