{"id":"W2913301503","doi":"10.1093/mnras/stz283","title":"The PDS 110 observing campaign – photometric and spectroscopic observations reveal eclipses are aperiodic","year":2019,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Integrated Electronics Engineering Center, Binghamton University; Università degli Studi di Roma Tor Vergata; Ministero dell’Istruzione, dell’Università e della Ricerca; Uppsala Universitet; Generalitat de Catalunya; Université de Genève; Science and Technology Facilities Council; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Royal Society; University of Leicester; Ministerio de Economía y Competitividad; Universität Wien; Deutsches Zentrum für Luft- und Raumfahrt; University of Cambridge; Gordon and Betty Moore Foundation; European Research Council; Queen's University Belfast; European Regional Development Fund; European Commission; Queen's University; University of Warwick; Centre National d’Etudes Spatiales; Fundação de Amparo à Pesquisa do Estado de São Paulo; Centres de Recerca de Catalunya","keywords":"Physics; Photometry (optics); Astrophysics; Aperiodic graph; Eclipse; Astronomy; Light curve; Stars","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002090786,0.0002155425,0.0001866999,0.0008321877,0.0003403563,0.0004951362,0.0001320799,0.0001334901,0.00102632],"category_scores_gemma":[0.0003988591,0.0001257429,0.0001758562,0.0006051331,0.0002616499,0.0001868278,0.0004439866,0.0002217229,0.0003715896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003753232,"about_ca_system_score_gemma":0.0002633915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006514973,"about_ca_topic_score_gemma":0.01544006,"domain_scores_codex":[0.9998403,0.00001528087,0.00001034666,0.00004954748,0.0000493217,0.00003514029],"domain_scores_gemma":[0.9996146,0.00003781667,0.0001505613,0.000078161,0.00005021456,0.00006869286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005143789,0.000111565,0.954046,0.00007390034,0.00008478924,0.0004251361,0.000436398,0.0005954121,0.01984466,0.0002913675,0.003729869,0.01984649],"study_design_scores_gemma":[0.000004855458,0.00003091114,0.9964025,0.00000443535,0.000008026427,0.0000947958,0.00008072544,0.0002276811,0.001039469,0.00003238471,0.002071813,0.000002310892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909126,0.00007889874,0.0004192386,0.00003191804,0.00001460726,0.00001813166,0.003768786,0.00008750911,0.004668379],"genre_scores_gemma":[0.993224,0.00005134843,0.0003182174,0.00002164539,0.00001203275,0.000009505572,0.005692926,0.00001260942,0.0006576665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006514973,"threshold_uncertainty_score":0.01295412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01181111221876624,"score_gpt":0.2119725625906399,"score_spread":0.2001614503718737,"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."}}