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Sloan Foundation; Johns Hopkins University; Planetary Science Division; Carnegie Institution of Washington; Harvard University; Ohio State University; Leibniz-Gemeinschaft; Science Mission Directorate; National Computational Infrastructure; Vanderbilt University; Drexel University; Smithsonian Institution; National Aeronautics and Space Administration; Swinburne University of Technology; Queen's University Belfast; National Astronomical Observatories, Chinese Academy of Sciences; California Institute of Technology","keywords":"Subdwarf; Physics; Stars; Astrophysics; Astrometry; Galactic plane; Photometry (optics); Astronomy","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":[0.0006132717,0.0002440983,0.000303565,0.001881401,0.0003828136,0.0006578056,0.0003622321,0.0002329226,0.0008893662],"category_scores_gemma":[0.001019927,0.0001378653,0.0002933334,0.001678787,0.0003178204,0.0004796486,0.0007129632,0.0002656096,0.0008197403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003522456,"about_ca_system_score_gemma":0.0002875005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00587771,"about_ca_topic_score_gemma":0.006843898,"domain_scores_codex":[0.9996663,0.00004030336,0.00003096969,0.0001223147,0.0000656421,0.00007441793],"domain_scores_gemma":[0.999011,0.00007240775,0.000346681,0.0001326841,0.0001566336,0.0002805461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006769875,0.00001365954,0.9881887,0.00001677462,0.00003209935,0.00008230884,0.0003131022,0.00006213952,0.00279451,0.0001072004,0.0004586771,0.007863056],"study_design_scores_gemma":[0.000002352337,0.00002465232,0.9980174,0.000004497453,0.000007088886,0.0001767931,0.0001181228,0.00006680164,0.000224804,0.00005103711,0.001303801,0.000002612366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966876,0.0002914797,0.0004103159,0.00003651498,0.00000662233,0.0000157846,0.001334458,0.00002691257,0.001190251],"genre_scores_gemma":[0.9938958,0.0002216917,0.0009433071,0.00008622697,0.0000166555,0.0000252684,0.003933317,0.00002902902,0.0008486355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00587771,"threshold_uncertainty_score":0.01168698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006772883432617915,"score_gpt":0.1928727993840394,"score_spread":0.1860999159514214,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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