{"id":"W2968879960","doi":"10.1017/etds.2020.100","title":"Markov chains with exponential return times are finitary","year":2020,"lang":"en","type":"article","venue":"Ergodic Theory and Dynamical Systems","topic":"Advanced Queuing Theory Analysis","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Finitary; Markov chain; Ergodic theory; Countable set; Independent and identically distributed random variables; Exponential function; Chain (unit); Stationary distribution; Markov process; State space","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001406378,0.0005654193,0.0006586723,0.001082444,0.0009459759,0.002071851,0.0006193804,0.0006260423,0.004864896],"category_scores_gemma":[0.007751933,0.0004721306,0.0009074822,0.0005867069,0.003014938,0.002921994,0.001286607,0.001404917,0.0006437473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001401527,"about_ca_system_score_gemma":0.0008955606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002809311,"about_ca_topic_score_gemma":0.002108336,"domain_scores_codex":[0.998998,0.0001594989,0.00005880999,0.0002605479,0.0002761372,0.0002469852],"domain_scores_gemma":[0.9950595,0.002272295,0.0008899987,0.0005817144,0.0007811968,0.0004153368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000211513,0.00007520497,0.005489255,0.00005141952,0.00005114038,0.0006030788,0.0006712542,0.02703146,0.005231494,0.953584,0.0006075321,0.00639256],"study_design_scores_gemma":[0.00004702948,0.0001142692,0.002481439,0.00004981687,0.00003595646,0.0002363593,0.0001362781,0.1506684,0.003512032,0.839433,0.00322541,0.00005997005],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5915527,0.0003665082,0.3868503,0.0005673437,0.00009413024,0.00005664322,0.0002052089,0.0006489297,0.0196582],"genre_scores_gemma":[0.986124,0.0001474433,0.01019562,0.00007334137,0.00007376491,0.00002999556,0.00008394768,0.00005410247,0.003217734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004864896,"threshold_uncertainty_score":0.01627469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007311724851997116,"score_gpt":0.1886372910241563,"score_spread":0.1813255661721592,"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."}}