{"id":"W2092970768","doi":"10.1016/s0304-4149(02)00222-3","title":"Strong invariance principle for singular diffusions","year":2003,"lang":"en","type":"article","venue":"Stochastic Processes and their Applications","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Mathematics; Law of the iterated logarithm; Invariance principle; Mathematical analysis; Stochastic differential equation; Logarithm; Pure 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":[],"consensus_categories":[],"category_scores_codex":[0.0002045179,0.0002144301,0.000323366,0.0001011787,0.0006207871,0.00008323004,0.0002297398,0.00009278095,0.00002655775],"category_scores_gemma":[0.0004199383,0.000217088,0.00006325302,0.000491498,0.0001245752,0.0001243351,0.00004835422,0.0001048109,0.00004609083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003348229,"about_ca_system_score_gemma":0.0001088792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001532156,"about_ca_topic_score_gemma":0.0000125895,"domain_scores_codex":[0.9986058,0.000002233765,0.0004476262,0.0005674218,0.00002933367,0.0003476094],"domain_scores_gemma":[0.998882,0.0002107307,0.0002603774,0.0003656864,0.0001447064,0.0001365307],"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":[0.000004643895,0.0001120578,0.00001661379,0.0001072254,0.00001844315,2.64501e-8,0.0001753124,0.00001617641,0.00005317088,0.9984998,0.00001598233,0.0009805561],"study_design_scores_gemma":[0.0004150181,0.00004529174,0.00005363816,0.00002009302,0.00001283004,0.000006700466,0.0001510448,0.001387612,0.00006085484,0.964984,0.03257682,0.0002861114],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0003102733,0.003549688,0.990557,0.0003189035,0.00005842779,0.001264933,0.0003788462,0.00007951237,0.003482374],"genre_scores_gemma":[0.9804184,0.00002212692,0.0146193,0.0001519509,0.0001159469,0.004365073,0.00005002208,0.00004052938,0.0002165808],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9801082,"threshold_uncertainty_score":0.885259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02612693292164995,"score_gpt":0.2396148027212769,"score_spread":0.213487869799627,"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."}}