{"id":"W6989567842","doi":"","title":"B EYOND P LANCK: IV. Simulations and validation","year":2023,"lang":"ca","type":"article","venue":"Biblioteca Digital da Memória Científica do INPE (National Institute for Space Research)","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Japan Society for the Promotion of Science; Norges Forskningsråd; Tekes; National Aeronautics and Space Administration; China Scholarship Council; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Partnership for Advanced Computing in Europe AISBL; Killam Trusts; Ministry of Education, Culture, Sports, Science and Technology; Universidade de São Paulo; European Commission; Universitetet i Oslo; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Realization (probability); Suite; Cosmic microwave background; Key (lock); Posterior probability; Statistical model; Pipeline (software); Estimation theory; Prior probability; Stochastic process","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":[0.002579979,0.0008687666,0.0007582215,0.0007228343,0.0009271791,0.00193827,0.001768526,0.00152837,0.01620835],"category_scores_gemma":[0.01192485,0.000467236,0.0008153147,0.0007546074,0.001006802,0.001891954,0.001391597,0.002804195,0.004901892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001213154,"about_ca_system_score_gemma":0.002029548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01405057,"about_ca_topic_score_gemma":0.009732496,"domain_scores_codex":[0.9986185,0.0005134129,0.00006149938,0.0001734624,0.0004420648,0.0001910429],"domain_scores_gemma":[0.9955893,0.002093928,0.0001613632,0.0009352484,0.001011299,0.000208837],"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":[0.0004024465,0.0001742423,0.008137512,0.0002985781,0.00008766367,0.000228945,0.0002131045,0.8741775,0.003331245,0.04109859,0.0311485,0.04070172],"study_design_scores_gemma":[0.00007757385,0.00005630238,0.0009686206,0.0001070371,0.00001244248,0.00004069076,0.00008855893,0.961169,0.00599332,0.01178405,0.01966565,0.00003674681],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2727744,0.001405015,0.5059701,0.003593916,0.001297185,0.0009412208,0.01777454,0.03528033,0.1609632],"genre_scores_gemma":[0.6783136,0.0004874071,0.2814923,0.001078801,0.00008699986,0.0008923106,0.01176116,0.006076325,0.01981115],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01620835,"threshold_uncertainty_score":0.05422235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07902962345805836,"score_gpt":0.3821727055814425,"score_spread":0.3031430821233841,"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."}}