{"id":"W3102214897","doi":"","title":"J-PLUS: Tools to identify compact planetary nebulae in the Javalambre and southern photometric local universe surveys","year":2020,"lang":"en","type":"article","venue":"Lancaster EPrints (Lancaster University)","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Smithsonian Astrophysical Observatory; University of Colorado Boulder; Instituto de Astrofísica de Canarias; Office of Science; Max-Planck-Institut für Astronomie; Max-Planck-Institut für Astrophysik; Jiangsu Association for Science and Technology; Universidade Federal de Sergipe; Universidade Federal de Santa Catarina; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Ministerio de Economía y Competitividad; Ministério da Ciência, Tecnologia e Inovação; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Fundação de Amparo à Pesquisa do Estado de São Paulo; University of Oxford; York University; Leibniz-Gemeinschaft; University of Notre Dame; Carnegie Mellon University; Universidad Nacional Autónoma de México; Alfred P. Sloan Foundation; University of Washington; Johns Hopkins University; Division of Graduate Education; Carnegie Institution of Washington; University of Utah; Ohio State University; U.S. Department of Energy; Smithsonian Institution; New Mexico State University; University of Portsmouth; Vanderbilt University; Yale University; European Commission","keywords":"Physics; Astrophysics; Planetary nebula; Halo; Galaxy; Astronomy; Photometry (optics); Galactic halo; Universe; Galactic plane; Stars","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003250282,0.0002621274,0.0003127592,0.0003858114,0.0001326359,0.0001348788,0.0005194705,0.00005659119,0.0007544833],"category_scores_gemma":[0.000006414,0.0002422619,0.00007422805,0.001253732,0.00008660628,0.0005442264,0.0002728609,0.0002786877,0.001118887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009709693,"about_ca_system_score_gemma":0.00005246947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007437402,"about_ca_topic_score_gemma":0.0001339562,"domain_scores_codex":[0.9983206,0.000372126,0.0002436231,0.0004104205,0.0002561039,0.0003971332],"domain_scores_gemma":[0.9991825,0.00009194942,0.0001169074,0.000347291,0.00005247528,0.0002088401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007357007,0.00004172152,0.9909436,0.00002482333,0.00005290768,0.000004547001,0.007538128,0.00003201093,0.00003057911,0.0002610569,0.0003390208,0.0006580697],"study_design_scores_gemma":[0.0012868,0.0000557002,0.9817543,0.00002445683,0.00002878528,0.000005247558,0.01206775,0.00127673,0.0000158811,0.00003644139,0.003185532,0.000262406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888749,0.000008274784,0.004390549,0.0004566839,0.00006620453,0.0004139634,0.0001793405,0.00003202145,0.005578109],"genre_scores_gemma":[0.998696,0.000001783728,0.00006499893,0.00006633356,0.0001132663,8.775037e-7,0.0001139694,0.00001862521,0.0009241916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009821101,"threshold_uncertainty_score":0.9996589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02797504102988733,"score_gpt":0.2206708942347167,"score_spread":0.1926958532048294,"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."}}