{"id":"W2001138025","doi":"10.1214/12-ssy066","title":"Some new results on information percolation","year":2013,"lang":"en","type":"article","venue":"Stochastic Systems","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"License; Download; Percolation (cognitive psychology); Class (philosophy); Stochastic differential equation; Stability (learning theory); Computer science; Mathematical economics; Portfolio; Statistical physics; Mathematics; Discrete mathematics; Applied mathematics; Combinatorics; Physics; Economics; Financial economics; Psychology; Artificial intelligence; World Wide Web","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002824187,0.0001162724,0.0002392217,0.0001631096,0.0000743284,0.0001883153,0.0001244312,0.00008523729,0.00009634034],"category_scores_gemma":[0.0001383156,0.0001255987,0.00005182393,0.00006191473,0.00001556281,0.001022464,0.00002090022,0.00007389359,0.009414532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000123637,"about_ca_system_score_gemma":0.00002033919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001736165,"about_ca_topic_score_gemma":0.00000317606,"domain_scores_codex":[0.9988695,0.000006581934,0.0007012723,0.0001904595,0.00002769577,0.0002044935],"domain_scores_gemma":[0.9991696,0.00006309059,0.0003490114,0.0002901872,0.00002710836,0.0001009563],"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":[0.00001862633,0.000008575586,0.00002960679,0.00001240151,0.00001522973,6.333041e-8,0.0007897533,0.02232353,0.000002488758,0.9673517,0.008844286,0.0006036948],"study_design_scores_gemma":[0.004088738,0.0004939365,0.004982871,0.0001661645,0.0000102709,0.00001385122,0.001496016,0.4039107,0.00001080324,0.5085424,0.07529262,0.0009916853],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.268719,0.002167399,0.5134,0.00406351,0.01455366,0.004149263,0.0008544549,0.0004335126,0.1916592],"genre_scores_gemma":[0.9956478,0.000007252117,0.00008414463,0.0001688175,0.0006108989,0.00005932178,0.00004567256,0.00001210157,0.003363924],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7269289,"threshold_uncertainty_score":0.9913567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02447718057281277,"score_gpt":0.1941730305419455,"score_spread":0.1696958499691328,"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."}}