{"id":"W4392887243","doi":"10.1051/0004-6361/202348244","title":"PDRs4All","year":2024,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Western University","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; Ministerio de Ciencia e Innovación; Vetenskapsrådet; Russian Science Foundation; Chinese Academy of Sciences South America Center for Astronomy; Centre National d’Etudes Spatiales; Banaras Hindu University; Centre National de la Recherche Scientifique; Chinese Academy of Sciences; Nuclear Safety and Security Commission; Department of Science and Technology, Ministry of Science and Technology, India; Canadian Space Agency; San José State University; European Commission; Deutsche Forschungsgemeinschaft; Space Telescope Science Institute; National Aeronautics and Space Administration","keywords":"Physics; Orion Nebula; Astrophysics; Stars; Spectral line; Radiative transfer; Dissociation (chemistry); Interstellar medium; Astronomy; Spectral resolution; Context (archaeology); Molecular cloud; Galaxy; Optics","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":[0.00004297258,0.0001994663,0.0001777578,0.00004855627,0.0001906359,0.0002093919,0.00008605378,0.00001657571,0.00019398],"category_scores_gemma":[3.921282e-7,0.0001772592,0.0001094762,0.0001391378,0.00007920185,0.0003826275,0.00009222383,0.0001783659,0.0002121187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009815098,"about_ca_system_score_gemma":0.00003249448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002408152,"about_ca_topic_score_gemma":1.66726e-7,"domain_scores_codex":[0.999155,0.00001366292,0.0001833551,0.0002618325,0.0001112784,0.0002748098],"domain_scores_gemma":[0.9996704,0.00003024848,0.00003471505,0.0001458621,0.00002998757,0.00008875978],"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":[0.000004126819,0.00003016111,0.0006961191,0.00001185286,0.0001293388,0.00000126983,0.0002651114,0.00006515597,0.0001398982,0.2588083,0.0008651347,0.7389835],"study_design_scores_gemma":[0.0004793793,0.0001523942,0.002181449,0.00008512558,0.000107781,0.000002224648,0.0020254,0.002427423,0.0007529311,0.03256579,0.9586511,0.0005689706],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1641047,0.0002293404,0.8204655,0.0001832373,0.0002630824,0.0001153344,0.00009177699,0.0001144315,0.01443265],"genre_scores_gemma":[0.9787626,0.000003665222,0.01995086,0.00001545515,0.0006717384,0.00002151779,0.00005325804,0.00002230891,0.0004985476],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.957786,"threshold_uncertainty_score":0.722842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006936543639763463,"score_gpt":0.2179922595533701,"score_spread":0.2110557159136066,"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."}}