{"id":"W4392448997","doi":"10.1051/0004-6361/202348465","title":"PDRs4All","year":2024,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; San José State University; National Aeronautics and Space Administration","keywords":"Bar (unit); Astrobiology; Photochemistry; Chemistry; Environmental chemistry; Environmental science; Physics; Meteorology","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":[0.002216147,0.001328322,0.0004878455,0.001247007,0.001222359,0.00223936,0.002103057,0.001337629,0.08266577],"category_scores_gemma":[0.002586708,0.0003441581,0.0005351742,0.001121385,0.0007130795,0.001778617,0.003872296,0.001591174,0.04015185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001801557,"about_ca_system_score_gemma":0.002001373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008449038,"about_ca_topic_score_gemma":0.00518353,"domain_scores_codex":[0.9982643,0.0001575395,0.00003667711,0.0004138334,0.000757702,0.000370092],"domain_scores_gemma":[0.9982961,0.0001418518,0.0003128892,0.0003230265,0.000368553,0.0005576572],"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":[0.003425493,0.000380867,0.03988904,0.002349202,0.0003055056,0.001293655,0.0008574937,0.002655281,0.04583047,0.02259567,0.6473947,0.2330226],"study_design_scores_gemma":[0.0001409763,0.0001689257,0.0158061,0.0001089968,0.00003923337,0.0003362672,0.0001255463,0.001020066,0.007590322,0.002698367,0.9719343,0.00003097128],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1277449,0.005986806,0.024638,0.01348782,0.004427095,0.000977119,0.2420085,0.05385352,0.5268763],"genre_scores_gemma":[0.38328,0.002138353,0.03729407,0.005970891,0.001798186,0.0007936161,0.3642488,0.01984333,0.1846327],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08266577,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007497653585033973,"score_gpt":0.2064207361938353,"score_spread":0.1989230826088013,"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."}}