{"id":"W4386051614","doi":"10.1051/0004-6361/202346662","title":"PDRs4All","year":2023,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Agencia Estatal de Investigación; Science and Engineering Research Board; Japan Society for the Promotion of Science; Natural Sciences and Engineering Research Council of Canada; Ames Research Center; United Arab Emirates University; Centre National de la Recherche Scientifique; Vetenskapsrådet; Chinese Academy of Sciences South America Center for Astronomy; Centre National d’Etudes Spatiales; Banaras Hindu University; Nuclear Safety and Security Commission; Department of Science and Technology, Ministry of Science and Technology, India; Space Telescope Science Institute; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; European Commission; Canadian Space Agency; San José State University; Deutsche Forschungsgemeinschaft; Strong; National Aeronautics and Space Administration","keywords":"Physics; Astrophysics; Astronomy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005551013,0.0001890241,0.0002009296,0.00006274236,0.0003049592,0.00007206983,0.0001070023,0.00001647846,0.0001025613],"category_scores_gemma":[8.553486e-7,0.0001794667,0.0000915434,0.0002730825,0.00007910169,0.0002518438,0.0001517837,0.0001296466,0.0004978169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000627312,"about_ca_system_score_gemma":0.00001960072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002364427,"about_ca_topic_score_gemma":1.964573e-7,"domain_scores_codex":[0.9990765,0.00001640609,0.000188785,0.0002286015,0.0001288116,0.0003608775],"domain_scores_gemma":[0.9995686,0.00002922731,0.00007980661,0.0001807759,0.000042548,0.00009908428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001233487,0.00006215684,0.01098394,0.000007776811,0.0001514428,0.000001359699,0.0004870329,0.0004959231,0.0003090173,0.1343672,0.003104584,0.8500172],"study_design_scores_gemma":[0.002750704,0.000349531,0.07007604,0.00005438373,0.000135422,0.000001571023,0.01122813,0.003317225,0.001662825,0.05934201,0.8496955,0.001386657],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6855987,0.00001370019,0.3030689,0.0002055129,0.00015827,0.0001498383,0.00009853164,0.0001679521,0.01053858],"genre_scores_gemma":[0.9887345,0.000003078246,0.01003824,0.00001844421,0.0004238683,0.00002949534,0.0001276494,0.00002046636,0.0006042753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8486305,"threshold_uncertainty_score":0.7318441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009778027230404442,"score_gpt":0.221569818190102,"score_spread":0.2117917909596976,"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."}}