{"id":"W1910731447","doi":"10.1002/wea.2524","title":"Future measurements for climate monitoring","year":2015,"lang":"en","type":"article","venue":"Weather","topic":"Geophysics and Gravity Measurements","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"British Antarctic Survey","keywords":"Radiosonde; Meteorology; Climatology; Environmental science; Global climate; Computer science; Presentation (obstetrics); Telecommunications; Climate change; Geography; Geology","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":[0.0003555328,0.00007988909,0.00008030988,0.00001900716,0.00007684101,0.00003824482,0.0001061397,0.00003259019,0.00008318642],"category_scores_gemma":[0.00001090394,0.00006313933,0.00004086436,0.00005620891,0.000008528504,0.00008759897,0.000004076666,0.00003823478,0.0003106191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000395399,"about_ca_system_score_gemma":0.00001868936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001630859,"about_ca_topic_score_gemma":0.0000704355,"domain_scores_codex":[0.9992624,0.00001758071,0.00007972004,0.0001332754,0.0002741997,0.0002328353],"domain_scores_gemma":[0.9996583,0.000007301058,0.00003028846,0.0001154969,0.00007578336,0.0001128324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003298805,0.00001512482,0.9736263,0.00001006257,0.00001748617,6.275959e-7,0.0001988914,0.0001068863,0.0001917857,0.00002064427,0.0008305666,0.02494866],"study_design_scores_gemma":[0.001410934,0.0001774115,0.8996054,0.00002672017,0.00003571337,0.000001725372,0.0005555751,0.000350839,0.001590655,0.004270701,0.09165433,0.0003200278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722218,0.0008799087,0.0001265348,0.0003265307,0.003542325,0.0004005421,0.00008378203,0.00006363625,0.02235492],"genre_scores_gemma":[0.9975267,0.000006209686,0.001268586,0.00004932613,0.0008595547,0.000002804309,0.00002183404,0.000004154324,0.0002608481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09082376,"threshold_uncertainty_score":0.3992483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09679716715481548,"score_gpt":0.263893765618571,"score_spread":0.1670965984637555,"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."}}