{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004596769,0.0008364405,0.0005618634,0.008529285,0.001076635,0.003038348,0.001880734,0.0008770758,0.05572676],"category_scores_gemma":[0.01434218,0.0004262698,0.0004163189,0.01216105,0.0005050765,0.002147034,0.003241147,0.0008361007,0.04201585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001834068,"about_ca_system_score_gemma":0.007613701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01526404,"about_ca_topic_score_gemma":0.01440896,"domain_scores_codex":[0.9933128,0.002051373,0.0009424274,0.001572251,0.001628262,0.000492797],"domain_scores_gemma":[0.9846241,0.001903327,0.002015886,0.003170823,0.006877888,0.001407843],"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":[0.0001920737,0.00007494533,0.05525626,0.001717381,0.0001238721,0.0001459276,0.001534789,0.000478556,0.001740725,0.04399228,0.6092386,0.2855045],"study_design_scores_gemma":[0.00001345395,0.00003428955,0.02573793,0.0001947933,0.00001395911,0.0001530383,0.0004745504,0.0002420606,0.0001920565,0.001675528,0.9712543,0.00001397581],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.03559992,0.006346768,0.04160761,0.004755536,0.001967758,0.002385271,0.5900654,0.004673904,0.3125979],"genre_scores_gemma":[0.1215443,0.007281344,0.07061542,0.003417366,0.001109891,0.004535379,0.6320884,0.00153119,0.1578767],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05572676,"threshold_uncertainty_score":0.1864246,"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."}}