{"id":"W2969268872","doi":"10.1093/mnras/stz2311","title":"JINGLE V: Dust properties of nearby galaxies derived from hierarchical Bayesian SED fitting","year":2019,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Key Programme; Science and Technology Facilities Council; Vlaamse regering; National Astronomical Observatory of Japan; Narodowym Centrum Nauki; Korea Astronomy and Space Science Institute; Chinese Academy of Sciences; Academia Sinica; Fonds Wetenschappelijk Onderzoek; Canada Research Chairs","keywords":"Physics; Emissivity; Astrophysics; Galaxy; Spectral energy distribution; Photometric redshift; Redshift","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00092274,0.000234155,0.0003625194,0.001021044,0.000252383,0.0005491148,0.0004760614,0.0003802715,0.001054135],"category_scores_gemma":[0.001821447,0.0001928425,0.0004377325,0.0005840882,0.0001582949,0.0004061077,0.0004617568,0.0001912319,0.000379339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000390988,"about_ca_system_score_gemma":0.0001349942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008154397,"about_ca_topic_score_gemma":0.009542979,"domain_scores_codex":[0.9998294,0.00004836135,0.000007365626,0.00005509178,0.00003443573,0.00002521338],"domain_scores_gemma":[0.9989256,0.0003525974,0.0001994726,0.0002885788,0.0001270925,0.000106602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000156606,0.00005315482,0.9222282,0.00004113798,0.0002325208,0.0001216183,0.0002611018,0.05015419,0.01133135,0.0005047735,0.0007051288,0.01421013],"study_design_scores_gemma":[0.00001228136,0.00003738927,0.8660739,0.000007110915,0.00003110764,0.00004177935,0.00006505934,0.1316466,0.001331943,0.0002926195,0.0004411266,0.00001901514],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960376,0.00006295465,0.002922548,0.00001342573,7.730604e-7,0.000004543242,0.0004433041,0.0001326781,0.0003820896],"genre_scores_gemma":[0.9973676,0.00001287562,0.001434322,0.000007569903,0.00000259066,0.000005948965,0.0009971539,0.00001930515,0.0001527006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008154397,"threshold_uncertainty_score":0.01621383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007113846924169201,"score_gpt":0.1794666966178297,"score_spread":0.1723528496936605,"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."}}