{"id":"W1893009149","doi":"","title":"Analysis of fade dynamics and cloud absorption using beacon data and atmospheric profiles","year":2009,"lang":"en","type":"article","venue":"European Conference on Antennas and Propagation","topic":"Precipitation Measurement and Analysis","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Fade; Attenuation; Radiometer; Environmental science; Fading; Satellite; Liquid water path; Remote sensing; Brightness; Meteorology; Statistics; Physics; Optics; Aerosol; Geology; Mathematics; Acoustics","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":[],"consensus_categories":[],"category_scores_codex":[0.0004998716,0.00009792286,0.0001670549,0.00006631782,0.0001029744,0.00009935597,0.00008835192,0.00002135055,0.00007544256],"category_scores_gemma":[0.00003753572,0.00007903316,0.00001853773,0.000292059,0.00006730774,0.0002466013,0.00001286304,0.00005844305,0.000002354334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002311322,"about_ca_system_score_gemma":0.00001293574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008658929,"about_ca_topic_score_gemma":0.0002179108,"domain_scores_codex":[0.9991325,0.0001501842,0.0002012079,0.0002705012,0.0001518289,0.00009384339],"domain_scores_gemma":[0.9995491,0.00002377405,0.0001512228,0.0001516064,0.00006809957,0.00005621554],"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":[0.00008745323,0.00002828215,0.3565629,0.000035325,0.0001748256,0.000003764991,0.0005564049,0.00041018,0.004371303,0.001293727,0.00001294628,0.6364629],"study_design_scores_gemma":[0.00008607775,0.00007767748,0.4457745,0.00002419955,0.0001618045,7.837918e-7,0.0001565284,0.5535575,0.00001941952,0.00006919522,0.000009253218,0.00006307063],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988569,0.0003056754,0.008624385,0.0002389447,0.00003436915,0.0001012933,0.00007610849,0.00001570998,0.002034465],"genre_scores_gemma":[0.9978799,0.000536285,0.0009044481,0.00006906615,0.00003390379,6.650782e-8,0.0005207183,0.000001997329,0.00005361258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6363998,"threshold_uncertainty_score":0.3222879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05772718716040887,"score_gpt":0.2568798109185436,"score_spread":0.1991526237581347,"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."}}