{"id":"W6892067015","doi":"10.48620/86856","title":"Developments on a 22 GHz microwave radiometer and reprocessing of 13-year time series for water vapour studies","year":2025,"lang":"en","type":"article","venue":"Open Access CRIS of the University of Bern","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Apollo Microwaves (Canada)","funders":"","keywords":"Water vapor; Microwave radiometer; Calibration; Radiometer; Atmosphere (unit); Microwave Limb Sounder; Microwave; Spectrometer; Vapour pressure of water","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":[0.0001682541,0.0000649939,0.0002141612,0.0000207412,0.0001789943,0.00003539489,0.0006431152,0.00002607471,0.0001810997],"category_scores_gemma":[0.00001979494,0.00004372354,0.00003821772,0.0001113605,0.0001607004,0.000450368,0.0003311556,0.00003003174,0.000003834236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004244699,"about_ca_system_score_gemma":0.00003332842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009895816,"about_ca_topic_score_gemma":0.0003042131,"domain_scores_codex":[0.9995492,0.00002563796,0.0001095288,0.0001376548,0.00008013966,0.0000978265],"domain_scores_gemma":[0.9996199,0.00005448351,0.000108855,0.0001262224,0.00007515312,0.00001537397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002332999,0.00009923678,0.9209245,0.001056497,0.0009698136,0.000005760543,0.009155703,0.0005928871,0.003987335,0.00005398724,0.01100076,0.04982046],"study_design_scores_gemma":[0.003932558,0.0004488376,0.698357,0.001260462,0.0005582889,0.000004849151,0.02307122,0.0005605507,0.2483346,0.004819281,0.01809546,0.0005567998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896408,0.0001359122,0.00003641041,0.0004761337,0.00005187025,0.0001776453,0.00003381565,0.000002770296,0.009444661],"genre_scores_gemma":[0.987265,0.0001217201,0.004185208,0.00006219561,0.000003053969,7.486632e-8,0.000007198553,0.0000015836,0.00835395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2443473,"threshold_uncertainty_score":0.1982915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03090602507138662,"score_gpt":0.28253211816163,"score_spread":0.2516260930902434,"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."}}