{"id":"W2588142092","doi":"10.2140/memocs.2016.4.373","title":"On stochastic distributions and currents","year":2016,"lang":"en","type":"article","venue":"Mathematics and Mechanics of Complex Systems","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Otto von Guericke University Magdeburg; Freie Universität Berlin; Bilkent Üniversitesi; Centre National de la Recherche Scientifique; Akademie Věd České Republiky; Université de Lyon; Universität Wien; McGill University; Universidad Rey Juan Carlos; Louisiana State University; University of Pittsburgh; Wayne State University; Vanderbilt University; Indian National Science Academy; Carnegie Mellon University; University of North Carolina at Chapel Hill; Universität zu Köln; Università degli Studi di Pavia; Universität Duisburg-Essen; University of Southern California","keywords":"Statistical physics; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001402203,0.0007656398,0.0008103683,0.001694266,0.001245658,0.002319899,0.0007366556,0.001267484,0.006801718],"category_scores_gemma":[0.005852973,0.0003944276,0.0009853167,0.001333077,0.003552379,0.004369971,0.001788379,0.002554258,0.0009589151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002410125,"about_ca_system_score_gemma":0.0009186797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001786427,"about_ca_topic_score_gemma":0.0009124511,"domain_scores_codex":[0.9990471,0.0003631003,0.00004199088,0.0002268309,0.0002144246,0.0001065045],"domain_scores_gemma":[0.9979645,0.001157829,0.0001610672,0.0001328433,0.0004009071,0.0001828259],"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":[0.000004856205,0.000005498027,0.0001164015,0.00002915121,0.000006519891,0.00004357915,0.00009079367,0.00135138,0.0001736524,0.9926373,0.002615399,0.002925614],"study_design_scores_gemma":[0.000004481893,0.00001384487,0.0001874898,0.00003089172,0.000004651187,0.00008592712,0.00003939155,0.005979067,0.00007338859,0.97953,0.01404266,0.000008065176],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1005641,0.05605717,0.5836586,0.03528861,0.006503747,0.0001310152,0.0007648855,0.0004166232,0.2166152],"genre_scores_gemma":[0.8535036,0.02310971,0.03076784,0.003981969,0.0108125,0.0002224655,0.0004823129,0.0002755182,0.07684413],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006801718,"threshold_uncertainty_score":0.02275401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04578917024050173,"score_gpt":0.239335463632167,"score_spread":0.1935462933916653,"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."}}