{"id":"W2157802279","doi":"10.5194/acp-7-721-2007","title":"Validation of nitric acid retrieved by the IMK-IAA processor from MIPAS/ENVISAT measurements","year":2007,"lang":"en","type":"article","venue":"Atmospheric chemistry and physics","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of New Brunswick","funders":"Tekes; Centre National d’Etudes Spatiales; Deutsche Forschungsgemeinschaft","keywords":"Atmospheric sounding; Environmental science; Satellite; Remote sensing; Stratosphere; Latitude; Atmospheric sciences; Meteorology; Geodesy; Geology; Physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002617766,0.0001773952,0.0001969205,6.354532e-8,0.0001607499,0.00003632023,0.0002032776,0.0000894642,0.001600461],"category_scores_gemma":[0.00002852044,0.000129953,0.00005422424,0.0003604348,0.0001243641,0.0001530291,0.0000128361,0.0001375195,0.00002541849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006686894,"about_ca_system_score_gemma":0.0000332085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007051319,"about_ca_topic_score_gemma":0.000008038365,"domain_scores_codex":[0.9988486,0.00002194257,0.0002713128,0.0002576286,0.0003421128,0.0002584145],"domain_scores_gemma":[0.9993182,0.0001198392,0.0001856617,0.0002245064,0.00005799818,0.00009382059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002638706,0.0001296709,0.3315122,0.0001549077,0.0001670702,0.000004803273,0.0006927947,0.0005233455,0.07033622,0.000002218313,0.001507237,0.5947056],"study_design_scores_gemma":[0.001059547,0.00008438137,0.09865557,0.00004980949,0.0001767012,0.000008791697,0.0009186336,0.005401415,0.8880375,0.00158292,0.00348582,0.0005388848],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902568,0.001397744,0.001471112,0.00004189294,0.00004593777,0.0001063286,0.000054402,0.00002476615,0.006601055],"genre_scores_gemma":[0.9968848,0.0001035741,0.001849593,0.0001046582,0.0001621827,0.000001127201,0.0002194565,0.00000638011,0.0006682401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8177013,"threshold_uncertainty_score":0.9993122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01412289161604497,"score_gpt":0.2110565089411399,"score_spread":0.1969336173250949,"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."}}