{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009838757,0.0006300723,0.0002822207,0.001535871,0.0008165906,0.002085197,0.001127054,0.0004990306,0.06114478],"category_scores_gemma":[0.001995951,0.0002806912,0.0003800738,0.001353195,0.0004259122,0.001342244,0.002317953,0.001007914,0.0309015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003386,"about_ca_system_score_gemma":0.001351923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01770145,"about_ca_topic_score_gemma":0.01965922,"domain_scores_codex":[0.9988686,0.00007335074,0.0000396035,0.0002443398,0.0005553785,0.0002186426],"domain_scores_gemma":[0.998725,0.00009315285,0.0002419988,0.0002601855,0.0002947213,0.0003849588],"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":[0.001376356,0.0002193695,0.0511961,0.001406026,0.0001538499,0.001373471,0.001211025,0.0008682581,0.02919028,0.01464524,0.6918244,0.2065357],"study_design_scores_gemma":[0.00003768793,0.00004015128,0.01977342,0.00006049557,0.00001999057,0.0003157606,0.0001665593,0.000260373,0.003058702,0.0006668086,0.9755837,0.00001637577],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1331456,0.00326524,0.01343909,0.004733719,0.002044663,0.0005629857,0.2373136,0.02197402,0.5835211],"genre_scores_gemma":[0.2551355,0.001294685,0.02135072,0.002384856,0.001030975,0.000304516,0.5245441,0.01234442,0.1816103],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06114478,"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."}}