{"id":"W3207793984","doi":"10.1364/fts.2021.fth4g.4","title":"Validation Studies for the Atmospheric Chemistry Experiment Fourier Transform Spectrometer (ACE-FTS)","year":2021,"lang":"en","type":"article","venue":"OSA Optical Sensors and Sensing Congress 2021 (AIS, FTS, HISE, SENSORS, ES)","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Spectrometer; Atmospheric chemistry; Fourier transform; Fourier transform spectroscopy; Analytical Chemistry (journal); Remote sensing; Environmental science; Chemistry; Computational physics; Meteorology; Physics; Environmental chemistry; Optics; Geology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003804887,0.0005329709,0.0007500107,0.000007476208,0.0008249712,0.0003751257,0.000163061,0.0002379847,0.002216458],"category_scores_gemma":[0.0004320618,0.0003920416,0.0002952669,0.0003533224,0.0005111165,0.0002496038,0.00004863731,0.000356592,0.00006146115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004245306,"about_ca_system_score_gemma":0.0000979101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001274546,"about_ca_topic_score_gemma":0.0001218776,"domain_scores_codex":[0.9968407,0.0001469046,0.0006561727,0.0008926615,0.0005732021,0.0008903585],"domain_scores_gemma":[0.9973353,0.001265774,0.0001792296,0.0005191817,0.0003219972,0.0003785512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002022311,0.0004926034,0.005433646,0.00112572,0.003977071,0.002408123,0.007654894,0.01233202,0.06984035,0.001623168,0.01628199,0.8768081],"study_design_scores_gemma":[0.005646058,0.0007192656,0.006499831,0.0006144116,0.002017416,0.001432404,0.03584624,0.377219,0.2558917,0.001410611,0.308953,0.003750089],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774182,0.0104845,0.0004241671,0.006696966,0.001138276,0.000533974,0.00009624211,0.00008304933,0.003124646],"genre_scores_gemma":[0.9438519,0.009779277,0.036574,0.0006901309,0.0009930844,0.000008664873,0.0002371976,0.00005986383,0.007805881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.873058,"threshold_uncertainty_score":0.9998531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01884457644840937,"score_gpt":0.2515167996340252,"score_spread":0.2326722231856159,"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."}}