{"id":"W4416388404","doi":"10.3847/2041-8213/ae1960","title":"Separating Flare and Secondary Atmospheric Signals with <tt>RADYN</tt> Modeling of Near-infrared JWST Transmission Spectroscopy Observations of TRAPPIST-1","year":2025,"lang":"en","type":"article","venue":"The Astrophysical Journal Letters","topic":"Solar and Space Plasma Dynamics","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Space Telescope Science Institute","keywords":"Flare; Solar flare; Spectral line; Spectroscopy; Radiation; Bin; Extreme ultraviolet; Planet","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001064945,0.0001772651,0.0003345528,0.00001597281,0.0002917578,0.00008139971,0.0001921947,0.00002534555,0.00002406006],"category_scores_gemma":[0.000002907965,0.0001201703,0.0001556694,0.0002532144,0.0001453701,0.0001771246,0.00002711853,0.0004856407,4.95e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001811532,"about_ca_system_score_gemma":0.0001263458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000044596,"about_ca_topic_score_gemma":8.028984e-7,"domain_scores_codex":[0.9989905,0.00008683121,0.0003410241,0.0001507739,0.0002069337,0.0002239061],"domain_scores_gemma":[0.9993662,0.000117916,0.0002017067,0.0001650907,0.00007762871,0.00007142169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001848969,0.00009552102,0.003624126,0.00003505811,0.0002701677,0.000002580437,0.0009301071,0.1951068,0.7956776,0.001144813,0.000132464,0.002795868],"study_design_scores_gemma":[0.001444306,0.0002632503,0.01257647,0.0003678371,0.0002506644,0.000006718515,0.001342257,0.9721526,0.009811262,0.001481625,0.00006239195,0.0002406101],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6598806,0.0000294502,0.3389423,0.000901342,0.0000235198,0.00008662741,0.00001530668,0.000005677884,0.0001151617],"genre_scores_gemma":[0.9535376,0.000004143913,0.0461938,0.0001222846,0.0000773678,0.000003851464,0.000009315671,0.00001499733,0.00003662889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7858664,"threshold_uncertainty_score":0.4900403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007295838756511627,"score_gpt":0.2209483946349239,"score_spread":0.2136525558784123,"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."}}