{"id":"W3019445950","doi":"10.1093/mnras/staa1083","title":"Mapping and characterization of cosmic filaments in galaxy cluster outskirts: strategies and forecasts for observations from simulations","year":2020,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"H2020 European Research Council; European Commission; Science and Technology Facilities Council; Barcelona Supercomputing Center; China Scholarship Council; Federación Española de Enfermedades Raras","keywords":"Physics; Astrophysics; Protein filament; Galaxy; Galaxy cluster; Cluster (spacecraft); Astronomy","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001176351,0.0004475479,0.0004046018,0.001305633,0.0002830979,0.001171285,0.000721872,0.0005960632,0.0005487671],"category_scores_gemma":[0.005996622,0.0003240041,0.0005540739,0.0008135624,0.0003587419,0.0007785028,0.0005469637,0.000376196,0.0001951569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001257085,"about_ca_system_score_gemma":0.0005615283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04183262,"about_ca_topic_score_gemma":0.03023666,"domain_scores_codex":[0.9997968,0.00007117755,0.00001464511,0.00005340034,0.00003208024,0.00003192697],"domain_scores_gemma":[0.9982601,0.0005488883,0.0003609293,0.0003113441,0.0002732235,0.0002455706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002574822,0.0001172091,0.3473399,0.00008779425,0.0001412378,0.0001432157,0.0002724561,0.6185257,0.004780476,0.002950307,0.001091038,0.02429317],"study_design_scores_gemma":[0.000007490243,0.00001023158,0.04498003,0.00001950846,0.000008712548,0.0000125603,0.0000454693,0.9526711,0.0006392447,0.001224188,0.0003685505,0.0000130251],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9601087,0.0003065303,0.03417443,0.000308301,0.00001075674,0.00008312066,0.002164522,0.0009207053,0.001922935],"genre_scores_gemma":[0.9799565,0.00009449887,0.01811092,0.00001769651,0.000009606983,0.00002618854,0.001571677,0.00005446087,0.0001583956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04183262,"threshold_uncertainty_score":0.08317828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01819974441774393,"score_gpt":0.2079227437414785,"score_spread":0.1897229993237346,"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."}}