{"id":"W4407788505","doi":"10.1051/0004-6361/202453325","title":"Searching for hot water world candidates with CHEOPS","year":2025,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Calibration and Measurement Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Regional Development Fund; Staatssekretariat für Bildung, Forschung und Innovation; Instituto de Astrofísica de Canarias; Fundação para a Ciência e a Tecnologia; Centre National d’Etudes Spatiales; Fondazione CRT; European Commission; Ministerio de Ciencia e Innovación; Generalitat de Catalunya; Nemzeti Kutatási Fejlesztési és Innovációs Hivatal; UK Space Agency; Austrian Science Fund; Swedish National Space Agency; National Research, Development and Innovation Office; Agencia Estatal de Investigación; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; University of Warwick; Deutsche Forschungsgemeinschaft; Centres de Recerca de Catalunya; National Aeronautics and Space Administration; National Science Foundation; European Space Agency; Fonds De La Recherche Scientifique - FNRS; Ministerio de Ciencia, Innovación y Universidades; Canadian Celiac Association; Agence Nationale de la Recherche; Space Telescope Science Institute; Science and Technology Facilities Council; Horizon 2020 Framework Programme","keywords":"Physics; Astrophysics; Refining (metallurgy); Astronomy; Physical chemistry","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":[0.0003528595,0.0003880744,0.0003075873,0.001834705,0.0004421338,0.0006699513,0.0004581993,0.0003748769,0.004070925],"category_scores_gemma":[0.0005199175,0.0002250339,0.000375573,0.001282232,0.0001970551,0.0006062418,0.001096323,0.0003246503,0.001380762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002157856,"about_ca_system_score_gemma":0.0002093347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002983948,"about_ca_topic_score_gemma":0.007312526,"domain_scores_codex":[0.9998357,0.000009612642,0.000005287909,0.00005671652,0.00003057007,0.00006219664],"domain_scores_gemma":[0.9993411,0.00007050607,0.0002013552,0.0001026595,0.00006493948,0.0002194617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004666536,0.00009103753,0.8834515,0.0002161839,0.0001984833,0.001379162,0.001296165,0.00111159,0.06554949,0.0007204605,0.007713926,0.03780528],"study_design_scores_gemma":[0.00003868019,0.000178619,0.9532401,0.0000444967,0.0001225521,0.0006456347,0.001187825,0.005822389,0.007610288,0.0004590819,0.0306204,0.0000299178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829693,0.0003739762,0.002723165,0.000177505,0.00001968997,0.00008137901,0.00717365,0.0005447366,0.005936571],"genre_scores_gemma":[0.96481,0.0002516971,0.00989006,0.0001377728,0.00005675893,0.0001026618,0.0220129,0.0002430042,0.002495121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004070925,"threshold_uncertainty_score":0.01361865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006345990986487685,"score_gpt":0.2010578139138844,"score_spread":0.1947118229273967,"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."}}