{"id":"W4406416446","doi":"10.1051/0004-6361/202452134","title":"ZTF SN Ia DR2: Simulations and volume-limited sample","year":2025,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Gamma-ray bursts and supernovae","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"Agencia Estatal de Investigación; Deutsches Elektronen-Synchrotron; Horizon 2020 Framework Programme; H2020 European Research Council; Stockholms Universitet; Ministerio de Ciencia e Innovación; Irish Research Council; California Institute of Technology; European Commission; Knut och Alice Wallenbergs Stiftelse; Agència de Gestió d'Ajuts Universitaris i de Recerca; National Science Foundation; University of Washington; Science and Technology Facilities Council; Weizmann Institute of Science; Agence Nationale de la Recherche; Vetenskapsrådet","keywords":"Physics; Astrophysics; Volume (thermodynamics); Sample (material); Astronomy; Thermodynamics","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":[0.001411813,0.0006258028,0.0006394418,0.0008502164,0.0004509152,0.0006585625,0.001533058,0.0009549386,0.002749878],"category_scores_gemma":[0.005396013,0.0002584116,0.0008677267,0.0009167556,0.0004503656,0.0006587812,0.0006805859,0.00128992,0.0005162629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008707885,"about_ca_system_score_gemma":0.0007015534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02468889,"about_ca_topic_score_gemma":0.02081118,"domain_scores_codex":[0.9996106,0.000143212,0.00001706424,0.00009307802,0.00005037125,0.00008573654],"domain_scores_gemma":[0.9973958,0.001431669,0.0001829676,0.000329809,0.0004556217,0.0002041024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003217303,0.0002279493,0.04627689,0.0001171875,0.0001429954,0.0002280474,0.000192329,0.9255191,0.001044361,0.008969894,0.009825025,0.007134492],"study_design_scores_gemma":[0.00008472677,0.00004874463,0.005110241,0.00001902729,0.00002816945,0.00005040431,0.00007632448,0.9890631,0.000609072,0.002559295,0.002332726,0.00001828959],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9621761,0.0003829204,0.01670988,0.0005886868,0.0001002269,0.0001183993,0.01105503,0.001580342,0.007288443],"genre_scores_gemma":[0.9575206,0.0002190102,0.02267052,0.0002138385,0.00003962736,0.0002218244,0.01732776,0.0003492651,0.001437613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02468889,"threshold_uncertainty_score":0.04909039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007539024335544454,"score_gpt":0.2294802468175115,"score_spread":0.221941222481967,"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."}}