{"id":"W2907801471","doi":"10.48550/arxiv.1901.01857","title":"A comprehensive spectroscopic and photometric analysis of DA and DB white dwarfs from SDSS and Gaia","year":2019,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Physics; White dwarf; Astrophysics; Photometry (optics); Stars; Parallax; Spectral line; Effective temperature; Spectroscopy; Sky; Astronomy","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000449583,0.0005596509,0.0003392567,0.004672415,0.0005366141,0.0003819925,0.0002634249,0.0001278915,0.0008391081],"category_scores_gemma":[0.0004423606,0.0001647491,0.0003436476,0.002289904,0.00014809,0.0001740799,0.0005159946,0.0001759142,0.001084273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003873341,"about_ca_system_score_gemma":0.0005527004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01150095,"about_ca_topic_score_gemma":0.01985006,"domain_scores_codex":[0.9997098,0.00002325892,0.00002308199,0.00008016728,0.0001157888,0.00004780565],"domain_scores_gemma":[0.9993845,0.00002988929,0.0001405863,0.0001239605,0.0001954717,0.0001255835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000163188,0.000177491,0.8236547,0.0002009953,0.0002144274,0.0003030786,0.0007823128,0.002597831,0.06733124,0.001038955,0.01371769,0.08981801],"study_design_scores_gemma":[0.000006855422,0.00004444773,0.9755632,0.00001062679,0.00003029147,0.0002038535,0.0001005805,0.001128556,0.002825104,0.0002158086,0.01985881,0.00001186105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9427665,0.0009038752,0.007131633,0.00008964525,0.00002607577,0.0001042713,0.03741242,0.0009916695,0.01057392],"genre_scores_gemma":[0.8602703,0.0006148979,0.01827504,0.0001734158,0.00005238184,0.00009285714,0.1150173,0.0003523728,0.005151444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01150095,"threshold_uncertainty_score":0.02286804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04211402254852802,"score_gpt":0.1932673473393551,"score_spread":0.151153324790827,"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."}}