{"id":"W3022650754","doi":"10.1051/0004-6361/201937283","title":"CODEX clusters","year":2020,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Lawrence Berkeley National Laboratory; Smithsonian Astrophysical Observatory; University of Colorado Boulder; Office of Science; Max-Planck-Institut für Astronomie; Ministério da Ciência, Tecnologia e Inovação; University of Oxford; York University; Carnegie Institution for Science; Leibniz-Gemeinschaft; University of Notre Dame; Instituto de Astrofísica de Canarias; Carnegie Mellon University; Universidad Nacional Autónoma de México; Alfred P. Sloan Foundation; University of Washington; Johns Hopkins University; 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; Max-Planck-Institut für Astrophysik","keywords":"Physics; ROSAT; Astrophysics; Sky; Galaxy cluster; Galaxy; Redshift; Cluster (spacecraft); Photometry (optics); Astronomy; Context (archaeology); Cluster sampling; Active galactic nucleus; Galaxy groups and clusters; Population; Geography; Stars","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000789647,0.001437208,0.0009369401,0.003240445,0.001685357,0.003569306,0.003376855,0.0009340767,0.1576635],"category_scores_gemma":[0.002911796,0.0006020278,0.0008323919,0.004003593,0.0005146048,0.003036302,0.004753916,0.00147267,0.1356413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009100963,"about_ca_system_score_gemma":0.001934908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008019729,"about_ca_topic_score_gemma":0.008231371,"domain_scores_codex":[0.998978,0.00012826,0.00006778413,0.0003082502,0.0003169575,0.0002007734],"domain_scores_gemma":[0.9986951,0.0001409877,0.0001528633,0.0003706074,0.0003526255,0.0002878279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002655176,0.00003438995,0.003541058,0.0004748038,0.00004106696,0.0001082014,0.0002227093,0.0009517882,0.0006548656,0.02072563,0.9331503,0.03982963],"study_design_scores_gemma":[0.00006845018,0.00001976647,0.003655771,0.00009596891,0.00001533531,0.000114949,0.0001013228,0.001525561,0.0005832231,0.007739147,0.9860503,0.000030193],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.01597826,0.001759245,0.01804445,0.002014337,0.001275781,0.0006780883,0.5025316,0.1048176,0.3529006],"genre_scores_gemma":[0.04222417,0.001207329,0.0297083,0.001022844,0.0005936347,0.0006909466,0.7969652,0.01737462,0.1102129],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1576635,"threshold_uncertainty_score":0.5274369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007349742376895066,"score_gpt":0.1874594501699567,"score_spread":0.1801097077930616,"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."}}