{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009911101,0.0009094714,0.0003289601,0.001224327,0.0009020044,0.001586101,0.001876665,0.0007556288,0.06880945],"category_scores_gemma":[0.001447411,0.0004139616,0.0004058255,0.001011111,0.0003961667,0.00153501,0.00216886,0.001210221,0.03805101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001310087,"about_ca_system_score_gemma":0.001061483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006558558,"about_ca_topic_score_gemma":0.006831771,"domain_scores_codex":[0.9989914,0.00005354333,0.00003210016,0.0002438562,0.000516852,0.000162171],"domain_scores_gemma":[0.9990183,0.00006147187,0.0002032333,0.0002158462,0.0002663123,0.0002347956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002290784,0.0003153185,0.0421031,0.001330379,0.0001945219,0.001028331,0.0006529542,0.001155803,0.07296561,0.01203053,0.6640999,0.2018328],"study_design_scores_gemma":[0.0001025277,0.000105634,0.0154221,0.00005033864,0.00003415675,0.0003494301,0.00008753014,0.0008571551,0.01162198,0.001297629,0.9700466,0.00002483173],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1445662,0.002260495,0.02152528,0.004793035,0.002045283,0.0006675438,0.2743066,0.07288367,0.4769518],"genre_scores_gemma":[0.2648258,0.001145367,0.0398932,0.002732053,0.0008964578,0.0004570729,0.5143116,0.01908891,0.1566496],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06880945,"threshold_uncertainty_score":0,"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."}}