{"id":"W4414614048","doi":"10.1088/1538-3873/ae02c5","title":"The La Silla Schmidt Southern Survey","year":2025,"lang":"en","type":"article","venue":"Publications of the Astronomical Society of the Pacific","topic":"Gamma-ray bursts and supernovae","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"CHIST-ERA; Fermilab; Nuclear Energy University Program; Institut National de Physique Nucléaire et de Physique des Particules; Science and Technology Facilities Council; PAZY Foundation; John Templeton Foundation; China Scholarship Council; Tel Aviv University; Israel Science Foundation; HORIZON EUROPE Framework Programme; University of Birmingham; Knut och Alice Wallenbergs Stiftelse; Nuclear Safety and Security Commission; Instituto Millenium; Swedish National Space Agency; Stockholms Universitet; Agencia Nacional de Investigación y Desarrollo; Generalitat de Catalunya; Trinity College Dublin; Queen's University Belfast; National Aeronautics and Space Administration; National Science Foundation; Purdue University; University of Southampton; European Commission; Leverhulme Trust; University of California; Koret Foundation; Agenția Națională pentru Cercetare și Dezvoltare; Deutsches Elektronen-Synchrotron; Lawrence Berkeley National Laboratory; United States-Israel Binational Science Foundation; Royal Society; National Energy Research Scientific Computing Center; Bar-Ilan University; UK Research and Innovation; Queen's University; Harvard University; Northwestern University; Office of Science; High Energy Physics; Deutsche Forschungsgemeinschaft; Advanced Scientific Computing Research; Vetenskapsrådet; Yale University; U.S. Department of Energy; Kavli Foundation; Ministerio de Ciencia e Innovación; University of Portsmouth; Agencia Estatal de Investigación","keywords":"Schmidt camera; Sky; Large Synoptic Survey Telescope; Gravitational microlensing; Telescope; Limiting magnitude; Observatory; Limiting; Photometer; Field of view","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003227603,0.0003567453,0.000126016,0.001367694,0.0003413233,0.0005444688,0.0002506841,0.0001270398,0.008086341],"category_scores_gemma":[0.0005390081,0.00009978034,0.00008898778,0.0007686313,0.0001978753,0.0002737042,0.0008493278,0.000183104,0.002347319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008371809,"about_ca_system_score_gemma":0.001312949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04407769,"about_ca_topic_score_gemma":0.07990447,"domain_scores_codex":[0.9997987,0.00003746356,0.000007681393,0.00004289078,0.00005795746,0.00005536386],"domain_scores_gemma":[0.9996258,0.00001962168,0.0001005477,0.00003004717,0.0001020177,0.0001219399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000640394,0.00007310959,0.437154,0.0003438833,0.0001000719,0.0006568725,0.001324284,0.001532646,0.004884787,0.007405497,0.3431075,0.2027769],"study_design_scores_gemma":[0.00004821877,0.00008342491,0.7131277,0.0001670081,0.00002026676,0.0002954837,0.0008377148,0.001675299,0.0007410503,0.00110493,0.2818664,0.00003248661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7519636,0.003735131,0.003061391,0.003039046,0.0002218798,0.00017944,0.05554589,0.002124239,0.1801293],"genre_scores_gemma":[0.8901426,0.002306439,0.005940211,0.0007624095,0.0002115378,0.0002584645,0.051163,0.0001985013,0.04901674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04407769,"threshold_uncertainty_score":0.08764225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01033371963822736,"score_gpt":0.2304119100957236,"score_spread":0.2200781904574963,"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."}}