{"id":"W2109527508","doi":"10.5194/asr-2-5-2008","title":"Analysis of aerosol optical depth evaluation in polar regions and associated uncertainties","year":2008,"lang":"en","type":"article","venue":"Advances in science and research","topic":"Atmospheric aerosols and clouds","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Polar Research; Universität Bremen; Université de Sherbrooke","keywords":"Sun photometer; Photometer; Polar; Aerosol; Environmental science; Remote sensing; Meteorology; Atmospheric sciences; Optics; Geology; Physics; Astronomy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003454841,0.00005349034,0.0001438967,0.0000419808,0.0002530583,0.00001639691,0.0001945594,0.00003711883,0.00004406614],"category_scores_gemma":[0.0008541275,0.00004210289,0.00001437891,0.004503787,0.003835942,0.0005002848,0.0001973632,0.0001504341,0.00000180074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001901528,"about_ca_system_score_gemma":0.00008010015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009157259,"about_ca_topic_score_gemma":0.005050328,"domain_scores_codex":[0.9978122,0.0001122004,0.0001659407,0.0003100577,0.001280375,0.0003192138],"domain_scores_gemma":[0.9995128,0.000176123,0.00003381726,0.0001316705,0.00007220038,0.00007339934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008401491,0.00005185267,0.9811248,0.000001763984,0.000003594468,0.000003597568,0.00117053,0.003740192,0.002086665,0.0001706243,0.000009194825,0.01162876],"study_design_scores_gemma":[0.0001931237,0.00007713783,0.9591597,0.00001206874,0.000009595934,0.000001398671,0.00143977,0.03811337,0.0004202514,0.0004460552,0.00006346014,0.00006407712],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922894,0.0008102175,0.00004403395,0.0001411418,0.00001301434,0.0001340449,7.183298e-7,0.000002676016,0.006564728],"genre_scores_gemma":[0.9971923,0.002326794,0.0003708706,0.0000166592,0.000002696425,0.00001311973,8.31098e-7,0.000001885863,0.00007484663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03437318,"threshold_uncertainty_score":0.998875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05290372585914474,"score_gpt":0.3814921766403946,"score_spread":0.3285884507812499,"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."}}