{"id":"W2154613999","doi":"","title":"Measuring Atmospheric CO 2 from Space Using Full Spectral Initiation (FSI) WFM-DOAS: Initial Results and Validation","year":2006,"lang":"en","type":"article","venue":"ESASP","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"SCIAMACHY; Differential optical absorption spectroscopy; Fourier transform; Remote sensing; Offset (computer science); Fourier transform infrared spectroscopy; Near-infrared spectroscopy; Weighting; Spectrometer; Infrared; Environmental science; Analytical Chemistry (journal); Algorithm; Optics; Absorption (acoustics); Physics; Mathematics; Chemistry; Computer science; Geology; Mathematical analysis; Acoustics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001494275,0.0001890476,0.0001459337,0.000002799642,0.000180057,0.00005948743,0.0001005839,0.0000952414,0.0004093476],"category_scores_gemma":[0.0000208336,0.0002000164,0.00003968639,0.0001154677,0.0001628103,0.0004139161,0.0001009305,0.0001257689,0.00009806137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003624593,"about_ca_system_score_gemma":0.000007267625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004308729,"about_ca_topic_score_gemma":0.0001684086,"domain_scores_codex":[0.9986526,0.00006076699,0.0002769779,0.0003928836,0.0003360474,0.000280766],"domain_scores_gemma":[0.9995422,0.00004071143,0.0001471755,0.0001869129,0.000003436166,0.00007953819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0004224065,0.0002939443,0.1852834,0.00001389753,0.00003915436,0.00006907644,0.001562743,0.7246623,0.07548693,0.0002651095,0.0006918357,0.01120919],"study_design_scores_gemma":[0.002566365,0.000221298,0.7163371,0.00003881597,0.00009979616,0.00003757876,0.0005645399,0.2597282,0.01265658,0.003509045,0.003294745,0.0009458656],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647459,0.00004336721,0.01949077,0.00006047009,0.0001323955,0.0001515447,0.00001357014,0.00005767054,0.01530428],"genre_scores_gemma":[0.9570327,0.00002835806,0.04229558,0.00005737018,0.0002121834,0.000002925364,0.00007026723,0.00002602929,0.0002745163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5310537,"threshold_uncertainty_score":0.8156434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01795930541213239,"score_gpt":0.2208883644636244,"score_spread":0.202929059051492,"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."}}