{"id":"W4290000861","doi":"10.1093/mnras/stac2210","title":"AutoEnRichness: A hybrid empirical and analytical approach for estimating the richness of galaxy clusters","year":2022,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Science and Technology Facilities Council; University of Colorado Boulder; Instituto de Astrofísica de Canarias; Office of Science; Max-Planck-Institut für Astronomie; Max-Planck-Institut für Astrophysik; Leibniz-Institut für Astrophysik Potsdam; Universidad Nacional Autónoma de México; Ministério da Ciência, Tecnologia e Inovação; Pennsylvania State University; University of Virginia; University of Oxford; York University; Carnegie Mellon University; Leibniz-Gemeinschaft; University of Notre Dame; University of Arizona; Ohio State University; University of Tokyo; Alfred P. Sloan Foundation; University of Washington; Johns Hopkins University; Carnegie Institution of Washington; University of Utah; New York University; New Mexico State University; University of Oregon; U.S. Department of Energy; Smithsonian Institution; University of California, Los Angeles; University of Portsmouth; Vanderbilt University; Yale University","keywords":"Physics; Astrophysics; Galaxy cluster; Redshift; Galaxy; Cluster (spacecraft); Photometry (optics); Cluster sampling; Sky; Brightest cluster galaxy; Astronomy; Stars; Population; Computer science","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":[0.004316169,0.0009049515,0.0009115282,0.008503375,0.0005674752,0.001757282,0.002157209,0.0006489822,0.001769542],"category_scores_gemma":[0.01507964,0.0006108624,0.0007141471,0.002179053,0.0009237648,0.002199499,0.00248954,0.0009193614,0.0007335484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009612678,"about_ca_system_score_gemma":0.0008601533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004359484,"about_ca_topic_score_gemma":0.004739587,"domain_scores_codex":[0.9978638,0.0006753438,0.00008683384,0.0005118445,0.0007282651,0.0001338815],"domain_scores_gemma":[0.9915429,0.003937861,0.001128661,0.001912113,0.00118423,0.0002940748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003086272,0.0002390002,0.1433755,0.0003804127,0.0008536892,0.0003200165,0.0005730403,0.3517591,0.01920805,0.03104022,0.006193382,0.445749],"study_design_scores_gemma":[0.00001192255,0.00004437647,0.01642651,0.00003762305,0.00002512486,0.0001828036,0.00007417853,0.9612498,0.005144421,0.01348808,0.003259984,0.00005522688],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07409858,0.0005440906,0.9172385,0.0001422352,0.0000294824,0.0001069791,0.0007721722,0.004344807,0.00272311],"genre_scores_gemma":[0.4682029,0.0002247305,0.5275914,0.0001387807,0.00007471246,0.0001229682,0.001355286,0.0005207581,0.001768371],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008503375,"threshold_uncertainty_score":0.02282631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01191238952868252,"score_gpt":0.2270395877243283,"score_spread":0.2151271981956457,"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."}}