{"id":"W4415337528","doi":"10.5303/jkas.2025.58.2.209","title":"The Outbursting YSOs Catalogue (OYCAT)","year":2025,"lang":"en","type":"article","venue":"Kent Academic Repository (University of Kent)","topic":"Geophysics and Gravity Measurements","field":"Earth and Planetary Sciences","cited_by":7,"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":"Government (linguistics); Excellence; Scholarship; China; Center of excellence; Research center; Accretion (finance)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003309989,0.0001016639,0.0001373261,0.00005125537,0.0008272672,0.00002432611,0.0005998184,0.0001006973,0.0000245041],"category_scores_gemma":[0.00002683215,0.00009139325,0.00009615679,0.0002154176,0.0001828061,0.0001631042,0.00004016265,0.0003091488,0.0000484795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001827183,"about_ca_system_score_gemma":0.00009823577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003785739,"about_ca_topic_score_gemma":0.0004886618,"domain_scores_codex":[0.998997,0.0000805906,0.000157956,0.0002206198,0.0003060906,0.0002376966],"domain_scores_gemma":[0.9993389,0.0001208818,0.0001579343,0.0002372502,0.00006878528,0.00007627637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006872417,0.00001958463,0.9681814,0.00004560798,0.0001086426,0.00001786335,0.0006879419,0.000308216,0.001491875,0.0005209803,0.01051683,0.01803239],"study_design_scores_gemma":[0.0004119526,0.00004394601,0.9628863,0.0001027656,0.00008109507,0.00000500676,0.001898775,0.001399437,0.0008599813,0.001488974,0.0306608,0.0001609157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767124,0.001250778,0.0001090623,0.0007928576,0.0008856501,0.0002006461,0.00002088957,0.0000342282,0.01999348],"genre_scores_gemma":[0.9931031,0.0001333216,0.00005624813,0.00005241032,0.00004905327,6.650153e-8,0.0000351562,0.000001459863,0.006569219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02014397,"threshold_uncertainty_score":0.6362755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01163913756278065,"score_gpt":0.191359758431743,"score_spread":0.1797206208689624,"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."}}