{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007398912,0.001841473,0.001072221,0.00258244,0.002605524,0.007343494,0.001836077,0.003081462,0.0595776],"category_scores_gemma":[0.01194298,0.0005573956,0.001024438,0.003045454,0.001658721,0.01057774,0.005739154,0.006396213,0.02384778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004118278,"about_ca_system_score_gemma":0.004145082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005215636,"about_ca_topic_score_gemma":0.005635609,"domain_scores_codex":[0.9936141,0.001928286,0.000336585,0.0010382,0.002595532,0.0004872704],"domain_scores_gemma":[0.9934923,0.0007912177,0.000466299,0.00103905,0.003321045,0.0008901653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007369938,0.00004325383,0.002011937,0.0004825022,0.00003517146,0.00005530878,0.0005636284,0.0003724397,0.0009979098,0.06222001,0.7121641,0.22098],"study_design_scores_gemma":[0.00000481668,0.00002021077,0.0009275372,0.0002300537,0.000007381678,0.00003861546,0.0001766119,0.0001481995,0.0001350292,0.008432027,0.9898662,0.00001334559],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003346105,0.1217291,0.0579852,0.2344217,0.08671825,0.0005236725,0.01138992,0.004450507,0.4794355],"genre_scores_gemma":[0.09832392,0.1039199,0.1405606,0.04983965,0.03986941,0.001426453,0.0173474,0.003087474,0.5456251],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0595776,"threshold_uncertainty_score":0.1993069,"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."}}