{"id":"W4417025168","doi":"10.1117/1.jatis.11.4.046001","title":"Bright region reset: an on-detector strategy for minimizing the impacts of atmospheric emission lines on spectral observations","year":2025,"lang":"","type":"article","venue":"Journal of Astronomical Telescopes Instruments and Systems","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics; University of Victoria","funders":"","keywords":"Spectrograph; Sky; Night sky; Observatory; Telescope; Detector; Emission spectrum; Spectral line","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006366597,0.0004928454,0.001054294,0.0001033999,0.0005098959,0.0004223024,0.0006778399,0.0001489505,0.00001860772],"category_scores_gemma":[0.0000685347,0.0003214747,0.0004918667,0.0002802477,0.0003333118,0.0004902493,0.000120489,0.0008355933,0.000002089559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002109337,"about_ca_system_score_gemma":0.0007395675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009792663,"about_ca_topic_score_gemma":0.000001449427,"domain_scores_codex":[0.9962732,0.0003741254,0.00172231,0.0004651147,0.0004578377,0.0007074082],"domain_scores_gemma":[0.996847,0.0005667787,0.001361456,0.000468425,0.0003328664,0.0004234289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.008831318,0.003233304,0.1033944,0.000411256,0.002284631,0.000004616759,0.0004201941,0.01653284,0.01091214,0.02414486,0.002041015,0.8277894],"study_design_scores_gemma":[0.0343885,0.05397477,0.5635646,0.02619488,0.001810355,0.00002753643,0.02779891,0.1372523,0.1044743,0.003759275,0.04378499,0.002969534],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769291,0.0002297265,0.02036714,0.0004847928,0.0007302834,0.0009813586,0.000115013,0.000004563758,0.0001580421],"genre_scores_gemma":[0.9966282,0.00003337389,0.001306468,0.00001667937,0.001567617,0.00002546013,0.00001565015,0.00003404869,0.0003724625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8248199,"threshold_uncertainty_score":0.9999237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0440118994393223,"score_gpt":0.3206745130487184,"score_spread":0.2766626136093961,"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."}}