{"id":"W6959305603","doi":"10.1051/0004-6361/202141702/pdf","title":"Survey of Surveys","year":2022,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Soil and Environmental Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Social Fund; National Astronomical Observatories, Chinese Academy of Sciences; Australian Astronomical Optics-Macquarie; Instituto de Astrofísica de Canarias; Office of Science; Max-Planck-Institut für Astronomie; Max-Planck-Institut für Astrophysik; Leibniz-Institut für Astrophysik Potsdam; National Development and Reform Commission; Istituto Nazionale di Astrofisica; Universidad Nacional Autónoma de México; Johns Hopkins University; Ministerio de Ciencia e Innovación; Ministero dell’Istruzione, dell’Università e della Ricerca; Agenzia Spaziale Italiana; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; York University; Ministério da Ciência, Tecnologia e Inovação; Deutsche Forschungsgemeinschaft; Chinese Academy of Sciences; Leibniz-Gemeinschaft; Agence Nationale de la Recherche; European Science Foundation; W. M. Keck Foundation; Macquarie University; Carnegie Institution of Washington; Fondazione Cassa di Risparmio di Firenze; University of Oxford; Lawrence Berkeley National Laboratory; Astrophysics Division; Natural Sciences and Engineering Research Council of Canada; Ministerio de Ciencia, Innovación y Universidades; University of Notre Dame; European Regional Development Fund; Carnegie Mellon University; Alfred P. Sloan Foundation; University of Washington; European Space Agency; University of Portsmouth; New Mexico State University; University of Utah; National Science Foundation; Yale University; U.S. Department of Energy; Smithsonian Institution; National Aeronautics and Space Administration; Vanderbilt University; Agencia Estatal de Investigación; Javna Agencija za Raziskovalno Dejavnost RS","keywords":"Calibration; Function (biology); Panorama; Plan (archaeology); Point (geometry); Abundance (ecology); Galaxy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006040309,0.0001105088,0.000249294,0.00003867487,0.0002155552,0.000002907778,0.0004496117,0.00007588512,0.0002051733],"category_scores_gemma":[0.00008936498,0.00005212527,0.0000690762,0.0006927975,0.0003621193,0.00004964388,0.0007456785,0.0001903843,0.000009277193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002894437,"about_ca_system_score_gemma":0.000006276047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002505473,"about_ca_topic_score_gemma":0.001503088,"domain_scores_codex":[0.999073,0.00006137658,0.0002628288,0.0002217903,0.0001947093,0.0001863495],"domain_scores_gemma":[0.9996573,0.0000389304,0.0001497226,0.0001029417,0.00002718192,0.0000239185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009952199,0.0001283775,0.7482818,0.000006583711,0.00003598605,0.000002220537,0.00001308998,0.00004718999,0.03994053,0.0003736698,0.00009439304,0.2110662],"study_design_scores_gemma":[0.0001028067,0.0002253371,0.965423,0.000005823003,0.000006372584,0.000002083263,0.0000741368,0.000007166318,0.008487233,0.0002587928,0.02529695,0.0001102529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970049,0.0005312567,0.000003209492,0.0008645042,0.0003257524,0.0001008606,0.0001061299,0.00007477355,0.000988601],"genre_scores_gemma":[0.9995394,0.0000997022,0.0001537062,0.00002292491,0.00002747338,0.00002318416,0.0000340538,9.947724e-7,0.00009852892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2171413,"threshold_uncertainty_score":0.3787543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02672156068988015,"score_gpt":0.2156089340155308,"score_spread":0.1888873733256506,"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."}}