{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001312379,0.001554937,0.001409001,0.007251874,0.001276168,0.002927648,0.001825174,0.001247623,0.05179446],"category_scores_gemma":[0.002084714,0.0005471858,0.001192268,0.006931302,0.0002565499,0.001690336,0.002518312,0.001470104,0.08060028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091296,"about_ca_system_score_gemma":0.001774655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005571005,"about_ca_topic_score_gemma":0.006338942,"domain_scores_codex":[0.9992717,0.00005211535,0.00006820486,0.0001828609,0.0002458209,0.0001791975],"domain_scores_gemma":[0.9985429,0.00008938988,0.0002572805,0.0005278322,0.000261841,0.0003207531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006740224,0.00008361648,0.01150965,0.0009889685,0.0001819199,0.0002646999,0.0001702828,0.0006500377,0.005522539,0.005081274,0.9380111,0.03686173],"study_design_scores_gemma":[0.0002202676,0.0000328409,0.02232547,0.0001361867,0.00006902802,0.0002124759,0.00007353308,0.000980948,0.001153008,0.0022018,0.9725605,0.00003402554],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.01461155,0.002456587,0.003867042,0.0004140048,0.0004729833,0.0002391868,0.9031774,0.01609447,0.05866671],"genre_scores_gemma":[0.01064924,0.0005533661,0.00645775,0.0001921253,0.0002340084,0.0002179998,0.9732453,0.00303698,0.005413129],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05179446,"threshold_uncertainty_score":0.1732697,"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."}}