{"id":"W1860381929","doi":"10.1111/j.1365-2966.2011.18782.x","title":"Precise cosmological parameter estimation using CosmoRec","year":2011,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics","funders":"","keywords":"Physics; Cosmic microwave background; Planck; Context (archaeology); Redshift; Astrophysics; Cosmology; Recombination; Cosmic background radiation; Statistical physics; Anisotropy; Quantum mechanics; Galaxy","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":[0.001497462,0.0005832303,0.000631569,0.001446306,0.0004510691,0.0008919414,0.001090418,0.0005498093,0.004860369],"category_scores_gemma":[0.006311212,0.0004862853,0.0006465849,0.001980774,0.0002880545,0.001661005,0.001421404,0.001026386,0.001394899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004294729,"about_ca_system_score_gemma":0.000756573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00521626,"about_ca_topic_score_gemma":0.00428109,"domain_scores_codex":[0.9994599,0.0001503841,0.00002852559,0.0001373717,0.0001757353,0.00004813742],"domain_scores_gemma":[0.9984214,0.0003249634,0.0001744645,0.0007731239,0.0002425906,0.00006338536],"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":[0.0007315443,0.000130995,0.04457874,0.0003012162,0.000457067,0.0004721523,0.000750626,0.4878359,0.02059454,0.1233005,0.04207585,0.2787709],"study_design_scores_gemma":[0.00008111918,0.00002162371,0.005368361,0.00002143573,0.00002315054,0.0001535382,0.0000465402,0.9300468,0.0087527,0.02709573,0.02830802,0.00008096878],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1262832,0.00018339,0.815835,0.0002848497,0.00009182743,0.0000851712,0.008512865,0.03402614,0.01469759],"genre_scores_gemma":[0.49922,0.0001499553,0.4817447,0.0001127398,0.00006079936,0.0001501669,0.010697,0.005875262,0.001989346],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00521626,"threshold_uncertainty_score":0.01625955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02289133240698966,"score_gpt":0.2394808132747392,"score_spread":0.2165894808677495,"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."}}