{"id":"W4392222835","doi":"10.1051/0004-6361/202348974","title":"PDRs4All","year":2024,"lang":"en","type":"preprint","venue":"Astronomy and Astrophysics","topic":"Spectroscopy and Laser Applications","field":"Chemistry","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Centre National d’Etudes Spatiales; Canadian Space Agency; Space Telescope Science Institute; National Aeronautics and Space Administration","keywords":"Physics; Galaxy; Astrophysics; Redshift; Shielded cable; Stars; Spectral line; Infrared; Emission spectrum; Astronomy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00160217,0.00144529,0.0006319941,0.001632773,0.000880986,0.001821872,0.003108513,0.0008456245,0.06526864],"category_scores_gemma":[0.001871839,0.0006708573,0.0008237142,0.001333717,0.0005279301,0.002203489,0.002286326,0.001586775,0.04728806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001262029,"about_ca_system_score_gemma":0.00138921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007855778,"about_ca_topic_score_gemma":0.008970517,"domain_scores_codex":[0.9985513,0.00007707599,0.0000389386,0.0003972703,0.0007074743,0.0002279807],"domain_scores_gemma":[0.9990703,0.00007641968,0.000168251,0.0002856953,0.0002257982,0.0001735126],"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":[0.001640112,0.0002734936,0.01960158,0.0006453957,0.0002031192,0.0003421389,0.0003842038,0.002004505,0.02393109,0.009285034,0.8164502,0.1252392],"study_design_scores_gemma":[0.0002360887,0.0001435971,0.008091392,0.00003053608,0.00004096609,0.0002006963,0.0000675112,0.004559726,0.01570085,0.002444709,0.9684407,0.00004324076],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0650899,0.00133946,0.03972559,0.002663012,0.0008671166,0.0006718185,0.3142291,0.3090906,0.2663234],"genre_scores_gemma":[0.1546828,0.0008972334,0.07911234,0.001643025,0.0003910105,0.0006670493,0.6132864,0.05259848,0.09672172],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06526864,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007099127651308727,"score_gpt":0.2348943444328624,"score_spread":0.2277952167815537,"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."}}