{"id":"W4398184418","doi":"10.1051/0004-6361/202449295","title":"PDRs4All","year":2024,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Western University","funders":"Science and Engineering Research Board; Japan Society for the Promotion of Science; Ames Research Center; Ministerio de Ciencia e Innovación; Vetenskapsrådet; Banaras Hindu University; Chinese Academy of Sciences; European Research Council; Ministerio de Ciencia, Innovación y Universidades; Nuclear Safety and Security Commission; Department of Science and Technology, Ministry of Science and Technology, India; Chinese Academy of Sciences South America Center for Astronomy; San José State University; Deutsche Forschungsgemeinschaft; Space Telescope Science Institute; National Aeronautics and Space Administration","keywords":"Physics; Astrophysics; Infrared; Line (geometry); Bar (unit); Astronomy; Emission spectrum; Infrared astronomy; Spectral line; Meteorology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001723721,0.001149024,0.000410398,0.001510883,0.001360499,0.003676592,0.002178027,0.001141649,0.1820432],"category_scores_gemma":[0.002699429,0.0003547521,0.0005069937,0.001417407,0.0006701426,0.00243249,0.003763279,0.001711509,0.1188833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001786706,"about_ca_system_score_gemma":0.002111994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005926854,"about_ca_topic_score_gemma":0.005501027,"domain_scores_codex":[0.9979852,0.000184402,0.00007126226,0.0004863385,0.0009722119,0.000300511],"domain_scores_gemma":[0.9977551,0.0001565449,0.0003325028,0.0004140559,0.0005868115,0.0007548308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0009268118,0.0002122247,0.01156519,0.0008884699,0.00006646794,0.0008272983,0.000402376,0.0003875281,0.01473477,0.02125281,0.7637388,0.1849972],"study_design_scores_gemma":[0.00002734666,0.00004186295,0.002378206,0.00004690378,0.000007586646,0.0002251238,0.0000599068,0.0001197636,0.002026285,0.0009807883,0.9940751,0.00001097073],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03444296,0.003888013,0.0149584,0.01023126,0.00474788,0.0006628192,0.1083483,0.02990331,0.7928171],"genre_scores_gemma":[0.1580214,0.003529337,0.03073239,0.006715488,0.002493262,0.0006184907,0.3058924,0.01959558,0.4724017],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1820432,"threshold_uncertainty_score":0,"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."}}