{"id":"W6921991186","doi":"10.1051/0004-6361/201832739/pdf","title":"Isochrone fitting in the","year":2018,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Brookhaven National Laboratory; National Astronomical Observatories, Chinese Academy of Sciences; Australian Astronomical Optics-Macquarie; Leibniz-Gemeinschaft; Science and Technology Facilities Council; Jet Propulsion Laboratory; Office of Science; National Development and Reform Commission; Yale University; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Javna Agencija za Raziskovalno Dejavnost RS; Chinese Academy of Sciences; Deutsche Forschungsgemeinschaft; Natural Sciences and Engineering Research Council of Canada; Istituto Nazionale di Astrofisica; York University; Carnegie Mellon University; College of Engineering, Michigan State University; University of Washington; Alfred P. Sloan Foundation; Princeton University; Johns Hopkins University; W. M. Keck Foundation; Macquarie University; Harvard University; Ohio State University; New Mexico State University; University of California, Los Angeles; University of Portsmouth; Vanderbilt University; California Institute of Technology; U.S. Department of Energy; Agence Nationale de la Recherche; National Aeronautics and Space Administration; National Science Foundation","keywords":"Parallax; Stars; Extinction (optical mineralogy); Cosmic distance ladder; Astrometry","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":[0.005452645,0.001255935,0.001160881,0.003402621,0.0008923163,0.003219471,0.002463063,0.001660901,0.01388668],"category_scores_gemma":[0.02493922,0.0007768539,0.002307856,0.003897912,0.0006029518,0.002531805,0.001833335,0.00250353,0.009441746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077329,"about_ca_system_score_gemma":0.001522536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004961317,"about_ca_topic_score_gemma":0.005667618,"domain_scores_codex":[0.9972221,0.0008155303,0.0002336715,0.001087542,0.000521759,0.00011936],"domain_scores_gemma":[0.994872,0.00119219,0.0006201738,0.001915528,0.00130356,0.00009655456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008227514,0.000316636,0.05788044,0.00163306,0.002010328,0.0007972513,0.003890052,0.229985,0.02034626,0.08930743,0.07253235,0.5204785],"study_design_scores_gemma":[0.00009137108,0.0001411202,0.02503222,0.0002544243,0.0004098408,0.00096836,0.0003825931,0.5770215,0.01532974,0.03899783,0.3411498,0.0002210321],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01595103,0.000531035,0.954994,0.0001424381,0.000487291,0.0001290867,0.003720284,0.01823598,0.005808848],"genre_scores_gemma":[0.1942853,0.0004561941,0.7642955,0.000215195,0.0001444989,0.0007289157,0.01535698,0.01686432,0.007653103],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01388668,"threshold_uncertainty_score":0.04645562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01338500388863424,"score_gpt":0.2378647230350575,"score_spread":0.2244797191464232,"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."}}