{"id":"W3030469693","doi":"10.1093/mnras/staa1892","title":"<i>Gaia</i> white dwarfs within 40 pc – I. Spectroscopic observations of new candidates","year":2020,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science and Technology Facilities Council; Horizon 2020 Framework Programme; Agenzia Spaziale Italiana; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Agència de Gestió d'Ajuts Universitaris i de Recerca; Institut sur la Nutrition et les Aliments Fonctionnels; Ministerio de Economía y Competitividad; H2020 European Research Council; Fondo Nacional de Desarrollo Científico y Tecnológico; European Space Agency","keywords":"Physics; White dwarf; Balmer series; Astrophysics; Stars; Astronomy; Spectral line; Emission spectrum","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":[0.0002184486,0.0002438208,0.0002858505,0.001647747,0.0003903707,0.000501164,0.0003344938,0.0001584678,0.001100713],"category_scores_gemma":[0.0004021606,0.0001042857,0.0001831662,0.0008908097,0.0001904101,0.0001940799,0.0004266727,0.0001616913,0.0008224898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002442277,"about_ca_system_score_gemma":0.0001625908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003938308,"about_ca_topic_score_gemma":0.007273495,"domain_scores_codex":[0.9997713,0.00001388955,0.00001225636,0.00006874099,0.00005871737,0.0000750215],"domain_scores_gemma":[0.9993236,0.00005361071,0.0002194997,0.0000677666,0.0001040366,0.0002314354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009685066,0.00003078531,0.9762015,0.00002005989,0.00002217309,0.0002834525,0.0002497007,0.00004915,0.01380754,0.000136141,0.0004386913,0.008663788],"study_design_scores_gemma":[0.000002899376,0.00004672618,0.9963672,0.000003005785,0.000008157203,0.0003921519,0.0001130208,0.00006168061,0.0007232546,0.00002620706,0.002253436,0.000002229734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997923,0.000205494,0.0001370205,0.00001688356,0.000003041883,0.000006157679,0.0004234132,0.00002188673,0.001263142],"genre_scores_gemma":[0.9978014,0.00007763862,0.0002325979,0.00002079328,0.000009841803,0.000004857335,0.001350584,0.000007596849,0.0004946526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003938308,"threshold_uncertainty_score":0.007830799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01626325524369074,"score_gpt":0.2085107329289022,"score_spread":0.1922474776852115,"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."}}