{"id":"W4401687755","doi":"10.1051/0004-6361/202450988","title":"PDRs4All","year":2024,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Institutes of Natural Sciences; Japan Society for the Promotion of Science; Space Telescope Science Institute; HORIZON EUROPE Framework Programme; Natural Sciences and Engineering Research Council of Canada; National Science and Technology Council; National Astronomical Observatory of Japan; Centre National de la Recherche Scientifique; Centre National d’Etudes Spatiales; Korea Astronomy and Space Science Institute; National Aeronautics and Space Administration; National Radio Astronomy Observatory; Canadian Space Agency; UK Research and Innovation; National Science Foundation","keywords":"Physics; Astrophysics; Carbon fibers; Gas phase; Irradiation; Phase (matter); Astronomy; Nuclear physics","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":[0.001124655,0.001581868,0.0008158816,0.001759284,0.001576103,0.006856589,0.003384983,0.002531125,0.7699619],"category_scores_gemma":[0.003404191,0.0006092837,0.000764567,0.001524526,0.0007761343,0.003155894,0.004118092,0.001782924,0.7505078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001399127,"about_ca_system_score_gemma":0.001590316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002742291,"about_ca_topic_score_gemma":0.00219818,"domain_scores_codex":[0.998892,0.0001227151,0.00006439098,0.000312326,0.0004482815,0.000160189],"domain_scores_gemma":[0.9985595,0.000150115,0.0001146394,0.0003975013,0.0003189961,0.0004591779],"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":[0.0003432789,0.00009564299,0.0007173892,0.0005634749,0.0000237513,0.0002903971,0.0001407218,0.0002173627,0.003257441,0.01620824,0.766825,0.2113174],"study_design_scores_gemma":[0.00001975687,0.00001500743,0.0001705991,0.00003142834,0.000002789387,0.0001271017,0.00001797059,0.00006050431,0.0003805046,0.001136118,0.9980329,0.000005345975],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002051535,0.001604692,0.007976622,0.003077668,0.001474056,0.0002795083,0.03026038,0.03294776,0.9203277],"genre_scores_gemma":[0.01680956,0.001645276,0.0069818,0.002877098,0.0005311324,0.0002868634,0.05403247,0.01660228,0.9002335],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7699619,"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."}}