{"id":"W6962684412","doi":"10.17169/refubium-47401","title":"Searching for hot water world candidates with CHEOPS","year":2025,"lang":"en","type":"article","venue":"Refubium (Universitätsbibliothek der Freien Universität Berlin)","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"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":"Exoplanet; Planet; Atmosphere (unit); Photometry (optics); Hot Jupiter; Habitability; Atmospheric composition","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":[0.0003607233,0.0003925599,0.0003078698,0.001883599,0.0004422994,0.0006717431,0.0004595873,0.0003740772,0.004069604],"category_scores_gemma":[0.0005411016,0.0002230722,0.0003827676,0.001299733,0.0001985118,0.0006109073,0.001129256,0.0003210984,0.001393051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002147573,"about_ca_system_score_gemma":0.0002115002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003076913,"about_ca_topic_score_gemma":0.00731067,"domain_scores_codex":[0.9998246,0.00001053684,0.000005671423,0.00006022997,0.00003217127,0.00006674789],"domain_scores_gemma":[0.999331,0.00007221356,0.0002037698,0.0001056336,0.00006580388,0.0002217205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004656743,0.00008978388,0.887246,0.0002204345,0.0002021191,0.001350214,0.001314074,0.001095867,0.06190903,0.0007204292,0.007998993,0.03738733],"study_design_scores_gemma":[0.0000394506,0.0001731424,0.9524154,0.00004588416,0.0001255377,0.0006395888,0.001230368,0.005860002,0.00735867,0.0004641241,0.03161772,0.0000300835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823965,0.0003926985,0.002807957,0.0001823059,0.000020797,0.00008254952,0.007654713,0.0005667955,0.005895629],"genre_scores_gemma":[0.963164,0.0002558391,0.009777541,0.0001391914,0.00005878439,0.0001038942,0.02378659,0.0002523449,0.002461984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004069604,"threshold_uncertainty_score":0.01361418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008301440280653681,"score_gpt":0.220874412222517,"score_spread":0.2125729719418633,"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."}}