{"id":"W1824193623","doi":"10.1093/mnras/stv784","title":"Cosmological constraints from weak lensing peak statistics with Canada-France-Hawaii Telescope Stripe 82 Survey","year":2015,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Physics; Omega; Astrophysics; Weak gravitational lensing; Sigma; Cosmic microwave background; Lambda; Planck; Dark matter; Statistics; Halo; Redshift; Galaxy; Quantum mechanics; Anisotropy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001061844,0.0004595844,0.0002885459,0.001250611,0.0005980822,0.0008708112,0.0004970076,0.0001790225,0.001317775],"category_scores_gemma":[0.004620697,0.0002257273,0.0003228828,0.001607333,0.0004158256,0.0003109195,0.0007697883,0.000277699,0.0002041848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001805241,"about_ca_system_score_gemma":0.00196722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4566624,"about_ca_topic_score_gemma":0.5439778,"domain_scores_codex":[0.9995035,0.0001230171,0.00002740931,0.000114052,0.0001231657,0.000108802],"domain_scores_gemma":[0.9969347,0.000888486,0.0006035994,0.0004042723,0.0007319388,0.0004370227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006386126,0.00001011624,0.9832961,0.00002338992,0.0001080111,0.0001454885,0.0002540498,0.005670821,0.003639443,0.00155712,0.000562014,0.004669531],"study_design_scores_gemma":[0.000007766286,0.00001402212,0.9869642,0.00001257983,0.00003682968,0.00004333765,0.0001797886,0.009010352,0.00130067,0.0005394654,0.001864749,0.00002627378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937783,0.00008273141,0.001571388,0.00005985038,0.000001678286,0.000007510962,0.001741446,0.00004095498,0.002716126],"genre_scores_gemma":[0.9968882,0.00004094975,0.001163637,0.00001457453,0.000004115488,0.000006623752,0.001561144,0.00001424733,0.0003064488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4566624,"threshold_uncertainty_score":0.9080086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271876317645008,"score_gpt":0.2135009217600445,"score_spread":0.2007821585835944,"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."}}