{"id":"W4410117886","doi":"10.1051/0004-6361/202554096","title":"PDRs4All","year":2025,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Japan Society for the Promotion of Science; Canadian Space Agency; National Aeronautics and Space Administration","keywords":"Physics; Astrophysics; Bar (unit); Astronomy; Bending; Molecule; Plane (geometry); Geometry","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":[0.001043156,0.0009484175,0.0003721568,0.001166591,0.001067373,0.002279629,0.001876402,0.0009266718,0.1082726],"category_scores_gemma":[0.001820233,0.0004191102,0.0005233614,0.001045287,0.0005389153,0.001911098,0.002977768,0.001424913,0.05613603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001453133,"about_ca_system_score_gemma":0.001412398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008482616,"about_ca_topic_score_gemma":0.009107653,"domain_scores_codex":[0.9988528,0.00006972729,0.00002905319,0.0002675563,0.0005987135,0.0001820522],"domain_scores_gemma":[0.998943,0.00008017848,0.0001784398,0.0002449422,0.0002560793,0.0002974833],"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":[0.001471592,0.0002781441,0.02656777,0.001135088,0.0001602005,0.001253671,0.0006112086,0.000998305,0.04631136,0.01804985,0.7093645,0.1937983],"study_design_scores_gemma":[0.00008087482,0.00007339584,0.008367169,0.00005079493,0.00002272444,0.000302674,0.00009835563,0.0007254328,0.007242051,0.001609976,0.9814053,0.0000211725],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1016937,0.002427145,0.02006139,0.00826823,0.003020256,0.0005930066,0.1249432,0.05906691,0.679926],"genre_scores_gemma":[0.2977296,0.001948288,0.0357217,0.004758029,0.001400912,0.0004749175,0.3020186,0.02784434,0.3281038],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1082726,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00518196867093248,"score_gpt":0.2165090506437068,"score_spread":0.2113270819727743,"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."}}