{"id":"W2958258857","doi":"10.3847/1538-4357/ab46b9","title":"Analysis of Helium-rich White Dwarfs Polluted by Heavy Elements in the Gaia Era","year":2019,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":128,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"White dwarf; Stars; Photometry (optics); Sky; Parallax; Stellar classification; Main sequence; Spectral line","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003004162,0.0001770968,0.0004132839,0.00009139563,0.0001451883,0.00006342288,0.0004394417,0.00002033693,0.0004879416],"category_scores_gemma":[0.000004907356,0.00009545547,0.0002532855,0.0006543479,0.00006905096,0.00007872744,0.00005601465,0.0004785057,0.00006207571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000172616,"about_ca_system_score_gemma":0.00002868538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000114753,"about_ca_topic_score_gemma":0.000004732591,"domain_scores_codex":[0.9984505,0.0002234429,0.0003915154,0.0001579807,0.0004377943,0.0003387982],"domain_scores_gemma":[0.9991113,0.0002115593,0.0002585885,0.0003061394,0.00005942975,0.00005298222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008440142,0.0002227001,0.9911554,0.000002433244,0.001213135,0.000001684484,0.0008405288,0.0008023012,0.0006705883,0.0002384607,0.00210503,0.002663373],"study_design_scores_gemma":[0.0006356276,0.0001409893,0.9953967,0.00001076051,0.0006539589,0.000002231898,0.00101624,0.00117701,0.0001505265,0.0002999995,0.0003963449,0.000119655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935763,0.00009094237,0.0009192653,0.000861706,0.0001342517,0.0001391521,0.00003569056,0.000003792496,0.004238825],"genre_scores_gemma":[0.9990728,0.00000870133,0.0001452499,0.0001575426,0.0003206845,0.000003438006,0.00002937123,0.000009078807,0.0002531538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005496406,"threshold_uncertainty_score":0.5342619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006667729399459177,"score_gpt":0.2264362826168722,"score_spread":0.2197685532174131,"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."}}