{"id":"W6911392026","doi":"10.5281/zenodo.10563550","title":"Deep Unsupervised Anomaly Detection in High-Frequency Markets - JFDS","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Anomaly Detection Techniques and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Liquation; Diafiltration; Triacetin; Emperipolesis; Demotion","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":[0.0008862891,0.000671297,0.0007373608,0.001216427,0.0002919376,0.001208082,0.00135436,0.0009960803,0.004855532],"category_scores_gemma":[0.004893955,0.0003376379,0.0006508935,0.001213494,0.000356731,0.001359735,0.0009396005,0.001281902,0.001295565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005038288,"about_ca_system_score_gemma":0.001034429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006887824,"about_ca_topic_score_gemma":0.008417888,"domain_scores_codex":[0.9996653,0.00005404971,0.00002086291,0.00008220707,0.0001246093,0.00005298781],"domain_scores_gemma":[0.9989364,0.0003951591,0.00009343345,0.0002523095,0.0002577284,0.00006501739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008388145,0.0004179545,0.01980508,0.0003138466,0.0004326697,0.0005338105,0.000118217,0.4698116,0.01119555,0.03396824,0.1179727,0.3445916],"study_design_scores_gemma":[0.00001442278,0.00001644896,0.0008141354,0.000005290821,0.000007117249,0.00003942594,0.000006264882,0.9876016,0.001156867,0.008511716,0.001821227,0.000005523585],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2102711,0.001619925,0.7443566,0.001826649,0.0007199899,0.00008269015,0.01598947,0.01896361,0.006170067],"genre_scores_gemma":[0.8293629,0.0005855227,0.129389,0.0002331715,0.0002766637,0.00009430393,0.02988984,0.0009605851,0.009208036],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006887824,"threshold_uncertainty_score":0.0162434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01651748448992251,"score_gpt":0.229823562470842,"score_spread":0.2133060779809195,"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."}}