{"id":"W3143632950","doi":"10.1007/s10686-021-09711-1","title":"HAYDN","year":2021,"lang":"en","type":"article","venue":"Experimental Astronomy","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; University of Toronto","funders":"H2020 European Research Council; Centre National de la Recherche Scientifique; Deutsche Forschungsgemeinschaft; Science and Technology Facilities Council; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Asteroseismology; Physics; Globular cluster; Photometry (optics); Milky Way; Astronomy; Kepler; Stellar physics; Astrophysics; Bulge; Galactic astronomy; Galaxy; Stellar evolution; Stars","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":[0.0005668114,0.0005632908,0.0004624585,0.001368509,0.001944936,0.003963454,0.0009271331,0.001235395,0.585388],"category_scores_gemma":[0.001296931,0.0002676902,0.0003678939,0.001303788,0.0004490664,0.001969937,0.001758984,0.001787506,0.3176946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001773242,"about_ca_system_score_gemma":0.001838262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008060417,"about_ca_topic_score_gemma":0.01037238,"domain_scores_codex":[0.9994043,0.00005262644,0.00005286265,0.0002107627,0.0001969225,0.00008242988],"domain_scores_gemma":[0.9991954,0.00008198402,0.00005835317,0.0001313417,0.0003723104,0.0001605844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003439004,0.0001967924,0.003620355,0.0003416413,0.00002240368,0.0009471445,0.0005152147,0.0003864871,0.002892058,0.04946167,0.4221474,0.5191249],"study_design_scores_gemma":[0.00001205887,0.00002406705,0.001097023,0.000056696,0.000003558943,0.000162929,0.0001289256,0.0001120041,0.0003929219,0.001711398,0.9962918,0.000006530485],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008350788,0.004854478,0.004633219,0.007875202,0.004107408,0.0002156113,0.01117879,0.001345765,0.9574387],"genre_scores_gemma":[0.01460826,0.001385928,0.001537441,0.0008330977,0.0001756969,0.0000459019,0.003090448,0.0001866828,0.9781366],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.585388,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01078600050331775,"score_gpt":0.2408990728585281,"score_spread":0.2301130723552103,"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."}}