{"id":"W4403058818","doi":"10.1051/0004-6361/202347633","title":"The Pristine survey","year":2024,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Astronomical Observations and Instrumentation","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Herzberg Institute of Astrophysics; University of Victoria","funders":"Science and Technology Facilities Council; Agence Nationale de la Recherche","keywords":"Physics; Photometry (optics); Astrophysics; Sky; Metallicity; Astronomy; Stars","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005312646,0.00006877988,0.00004772932,0.000009407479,0.00009585941,0.0001344073,0.00004544594,0.00001177958,0.000007171593],"category_scores_gemma":[0.000001704131,0.00005136892,0.00001931387,0.00006591143,0.00003348049,0.0001398345,0.00001467552,0.0000831521,0.00002851366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001578494,"about_ca_system_score_gemma":0.000008250477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001076938,"about_ca_topic_score_gemma":0.000004100589,"domain_scores_codex":[0.9996744,0.000008991225,0.00009382388,0.00007538366,0.00003248547,0.0001148668],"domain_scores_gemma":[0.9998297,0.00005601039,0.000006532921,0.00007025716,0.000008321348,0.00002917969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001955607,0.000002537208,0.001400059,0.000005085843,0.00002613317,1.236004e-7,0.00001769145,0.001695774,0.0001970445,0.004107064,0.0005206789,0.9920259],"study_design_scores_gemma":[0.0001792216,0.00007124098,0.2447294,0.00002863691,0.0000215105,0.000001061414,0.0001137289,0.0796988,0.001025611,0.0004209814,0.6734897,0.0002201194],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5967073,0.0002317785,0.4022771,0.00005762892,0.0002328574,0.00005287961,0.00002252737,0.00009673494,0.00032123],"genre_scores_gemma":[0.989422,0.00002120075,0.01029913,0.000003004349,0.0001237728,0.000008839146,0.00004819499,0.00001222401,0.00006160412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9918057,"threshold_uncertainty_score":0.2094764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009012049667244958,"score_gpt":0.1940708689551398,"score_spread":0.1850588192878949,"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."}}