{"id":"W7114296921","doi":"","title":"The Outbursting YSOs Catalogue (OYCAT)","year":2025,"lang":"en","type":"article","venue":"Repository of the Academy's Library (Library of the Hungarian Academy of Sciences)","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, Los Angeles; Natural Sciences and Engineering Research Council of Canada; Ministry of Science and ICT, South Korea; National Research, Development and Innovation Office; International Max Planck Research School for Advanced Methods in Process and Systems Engineering; Nemzeti Kutatási Fejlesztési és Innovációs Hivatal; Magyar Tudományos Akadémia; Agencia Nacional de Investigación y Desarrollo; National Research Foundation of Korea; California Institute of Technology; European Commission; Seoul National University; National Natural Science Foundation of China; National Research Foundation; International Max Planck Research School for Environmental, Cellular and Molecular Microbiology; Jet Propulsion Laboratory; Chinese Academy of Sciences South America Center for Astronomy; National Aeronautics and Space Administration; Nemzeti Kutatási, Fejlesztési és Innovaciós Alap; Hungarian Scientific Research Fund; University of St Andrews","keywords":"Brightness; Accretion (finance); Classification scheme; Young stellar object; Variable star; Accretion disc; Stars; Universality (dynamical systems)","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":[0.0007697447,0.001030219,0.0007317348,0.01104752,0.0005888116,0.001300436,0.001006276,0.000525219,0.01582366],"category_scores_gemma":[0.00232166,0.0002533012,0.0005821699,0.008189754,0.0002088662,0.001024488,0.001241178,0.0005296812,0.02243386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005819538,"about_ca_system_score_gemma":0.001235151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009977172,"about_ca_topic_score_gemma":0.007121327,"domain_scores_codex":[0.9995475,0.00002640633,0.00009494821,0.00009624587,0.0001432345,0.00009161355],"domain_scores_gemma":[0.9972392,0.000237328,0.0007048269,0.0006489093,0.0007375355,0.0004320984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001681328,0.0002337843,0.2854312,0.00268315,0.0002480264,0.000993961,0.000937834,0.001260679,0.01403193,0.005066889,0.5166026,0.1708285],"study_design_scores_gemma":[0.00008431746,0.00006839172,0.2443886,0.0001844892,0.00007632515,0.0006349887,0.0002239383,0.0009000461,0.002084523,0.0007207142,0.7505921,0.00004158855],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.05420258,0.001487241,0.002326075,0.00009626377,0.0001304594,0.0002324649,0.9126006,0.00557775,0.02334664],"genre_scores_gemma":[0.01857995,0.000622528,0.003167919,0.00005002427,0.00006799467,0.0001188828,0.9739129,0.0003745903,0.003105226],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01582366,"threshold_uncertainty_score":0.05293542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01140640341317419,"score_gpt":0.2392456917622215,"score_spread":0.2278392883490473,"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."}}