{"id":"W4404913554","doi":"10.1051/0004-6361/202450388","title":"ZTF SN Ia DR2: Overview","year":2024,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Atomic and Subatomic Physics Research","field":"Physics and Astronomy","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"H2020 European Research Council; Agencia Estatal de Investigación; Ministry of Science, ICT and Future Planning; Deutsches Elektronen-Synchrotron; Institut National de Physique Nucléaire et de Physique des Particules; Science and Technology Facilities Council; Horizon 2020 Framework Programme; Stockholms Universitet; European Commission; Ministerio de Ciencia e Innovación; Trinity College Dublin; Generalitat de Catalunya; Irish Research Council; Knut och Alice Wallenbergs Stiftelse; California Institute of Technology; Vetenskapsrådet; Northwestern University; Weizmann Institute of Science; University of Warwick; European Research Council; Gordon and Betty Moore Foundation; Heising-Simons Foundation; Agence Nationale de la Recherche; University of Washington; National Science Foundation","keywords":"Physics; Astrophysics; Astronomy","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":[0.002655616,0.002177957,0.001131872,0.01167819,0.0008069197,0.003088771,0.002804941,0.001206489,0.04789361],"category_scores_gemma":[0.008348843,0.0008633055,0.001996303,0.006373275,0.0004423821,0.002466327,0.003524219,0.001375825,0.07152093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001254603,"about_ca_system_score_gemma":0.002187148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02592709,"about_ca_topic_score_gemma":0.03334511,"domain_scores_codex":[0.9978916,0.0001722507,0.0002878495,0.0005729381,0.0008017308,0.0002736092],"domain_scores_gemma":[0.9954302,0.0007493176,0.0006268694,0.001518244,0.001126072,0.0005492301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002424604,0.00008144015,0.02517667,0.001006314,0.0001189484,0.0002174958,0.0001488491,0.001312034,0.001532987,0.002118355,0.9322267,0.03581782],"study_design_scores_gemma":[0.00007406008,0.00006453422,0.0335391,0.0004020946,0.00005730888,0.0006674131,0.000119336,0.002080406,0.001054817,0.00151113,0.9603568,0.00007312085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.003909571,0.0006566476,0.002599521,0.0003293432,0.0001688041,0.0001936275,0.9757936,0.005790909,0.01055795],"genre_scores_gemma":[0.002194406,0.0002701363,0.00249254,0.0001502883,0.00006256725,0.0001971713,0.9911543,0.001077169,0.002401275],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04789361,"threshold_uncertainty_score":0.1602201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01690687949583818,"score_gpt":0.2921599594196669,"score_spread":0.2752530799238287,"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."}}