{"id":"W4416149945","doi":"10.1051/0004-6361/202453235","title":"HR-PYPOPSTAR","year":2025,"lang":"","type":"article","venue":"Astronomy and Astrophysics","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fractal Systems (Canada)","funders":"Ministerio de Ciencia e Innovación","keywords":"Globular cluster; Metallicity; Stellar population; Milky Way; Dwarf galaxy; Galaxy; Population; Stellar collision","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":[0.001146718,0.001597749,0.001127085,0.0008252246,0.0005086127,0.002047412,0.003952553,0.0014232,0.1691137],"category_scores_gemma":[0.004411294,0.00134685,0.001777454,0.0007217467,0.00084616,0.002364112,0.003320751,0.002018182,0.1588965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006973167,"about_ca_system_score_gemma":0.001470136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002597553,"about_ca_topic_score_gemma":0.0019803,"domain_scores_codex":[0.9994692,0.00006008478,0.00002906721,0.000199246,0.0001506556,0.0000917474],"domain_scores_gemma":[0.9991223,0.0002753389,0.00007877024,0.000282686,0.0001497779,0.00009111463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001700369,0.000274759,0.00919473,0.003059439,0.0004436719,0.0007221687,0.0005769841,0.01705637,0.008685356,0.03235544,0.8188991,0.1070316],"study_design_scores_gemma":[0.0005673768,0.0001667164,0.005320905,0.0003389878,0.00009401159,0.0005065829,0.00008499932,0.06983421,0.01469987,0.02484236,0.883442,0.0001019705],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"empirical","genre_scores_codex":[0.00847268,0.000344824,0.1148199,0.0003344481,0.0005212189,0.0003720206,0.1087846,0.7158933,0.05045705],"genre_scores_gemma":[0.09307799,0.0006926247,0.1680655,0.001043247,0.0002641586,0.001721585,0.291479,0.379459,0.06419693],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1691137,"threshold_uncertainty_score":0.5657415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006600861699985613,"score_gpt":0.2086156274707619,"score_spread":0.2020147657707763,"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."}}