{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00002252807,0.0002879244,0.0002388031,0.00002883886,0.00008548523,0.0001617109,0.0002185929,0.0001568736,0.0003967003],"category_scores_gemma":[0.000001350667,0.000299003,0.0001401367,0.00004363129,0.0000789538,0.00002803364,0.0008601517,0.0009689957,0.0001800643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004199301,"about_ca_system_score_gemma":0.00009700023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003274136,"about_ca_topic_score_gemma":0.000001931011,"domain_scores_codex":[0.9989303,0.000004907667,0.0001892213,0.0005288007,0.00009694207,0.0002498781],"domain_scores_gemma":[0.9993005,0.00002017664,0.00007803157,0.0004768897,0.00002044885,0.0001039524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005173406,0.0003570921,0.0005389472,0.001562729,0.0008851712,0.00001942154,0.000606249,0.00173874,0.0475967,0.07710806,0.005477285,0.8640579],"study_design_scores_gemma":[0.0005026111,0.00005376207,0.0002752564,0.0006380901,0.0006976715,0.000008502422,0.0005366402,0.002259103,0.08311364,0.08870055,0.8219135,0.001300698],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8309589,0.001706942,0.08819037,0.0007950983,0.0004733033,0.0002639828,0.0009382032,0.0006303143,0.07604289],"genre_scores_gemma":[0.9697256,0.00003561905,0.02641724,0.00002561703,0.001304226,0.0001719829,0.0004159282,0.00006039347,0.001843414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8627571,"threshold_uncertainty_score":0.9999462,"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."}}