{"id":"W3180434922","doi":"10.1007/s10686-021-09755-3","title":"Mapping large-scale-structure evolution over cosmic times","year":2021,"lang":"en","type":"article","venue":"Experimental Astronomy","topic":"Radio Astronomy Observations and Technology","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; University of Toronto","funders":"European Social Fund; Universitetet i Oslo","keywords":"Physics; Reionization; Redshift; Astrophysics; Galaxy; Cosmic variance; Cosmic microwave background; Cosmology; Structure formation; Astronomy; Galaxy formation and evolution; Dark energy; COSMIC cancer database; Baryon acoustic oscillations; Universe; Physical cosmology; Dark matter; Star formation","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":[0.0003986349,0.0002079348,0.0001200302,0.0007844294,0.0001906495,0.0005838728,0.0002280568,0.0002234455,0.001786967],"category_scores_gemma":[0.001151858,0.00008509669,0.0001014094,0.0007868655,0.0002205206,0.0007577185,0.0005778438,0.0002924153,0.0003640019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000291355,"about_ca_system_score_gemma":0.00008581657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002038009,"about_ca_topic_score_gemma":0.003335459,"domain_scores_codex":[0.9998567,0.00003777407,0.000003924816,0.00005128227,0.00003282441,0.00001749068],"domain_scores_gemma":[0.9993033,0.0001452295,0.0001840687,0.0001843341,0.0001123772,0.00007066745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002864682,0.0001881003,0.5265408,0.0001318761,0.0002475353,0.0004402482,0.000602537,0.03936173,0.07818769,0.0278642,0.005694362,0.3204544],"study_design_scores_gemma":[0.000009719171,0.0000855902,0.8954341,0.00003656438,0.00003532303,0.0002537357,0.0004246826,0.03794763,0.009010122,0.02563146,0.03109694,0.0000340848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8725688,0.001131242,0.1025534,0.0007687591,0.00006692258,0.00002600294,0.001735518,0.0006842426,0.02046504],"genre_scores_gemma":[0.976442,0.0002126094,0.02087071,0.00007283137,0.00003142126,0.00001076838,0.0005318721,0.00004953597,0.001778362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002038009,"threshold_uncertainty_score":0.005978048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005213637278007431,"score_gpt":0.2238880748252674,"score_spread":0.2186744375472599,"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."}}