{"id":"W2624989982","doi":"10.5194/hess-22-1437-2018","title":"Testing and development of transfer functions for weighing precipitation gauges in WMO-SPICE","year":2018,"lang":"en","type":"article","venue":"Hydrology and earth system sciences","topic":"Precipitation Measurement and Analysis","field":"Earth and Planetary Sciences","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"National Oceanic and Atmospheric Administration; Environment and Climate Change Canada","keywords":"Precipitation; Gauge (firearms); Environmental science; Shields; Shield; Meteorology; Geology; Materials science; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001201826,0.00006327571,0.0001292048,0.0001602911,0.0004048987,0.00002607813,0.00005777154,0.0000387711,0.00003284347],"category_scores_gemma":[0.00006570177,0.00004979226,0.00001135849,0.0002555305,0.0002379508,0.00020066,0.000003382793,0.00002853319,0.00000497077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001143041,"about_ca_system_score_gemma":0.00004634825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001734763,"about_ca_topic_score_gemma":0.004320873,"domain_scores_codex":[0.9992242,0.00006917613,0.0002337064,0.0002017194,0.0001165742,0.0001545706],"domain_scores_gemma":[0.9995188,0.0003064375,0.00004918408,0.0000336112,0.00005490253,0.00003704611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002617476,0.000005295657,0.9415945,0.00008099234,0.0000142958,2.27861e-7,0.002650782,0.000630816,0.0008237452,0.0001724012,0.000003039944,0.05399769],"study_design_scores_gemma":[0.0003307892,0.0003337842,0.9165037,0.0000859736,0.00001936199,0.000005061857,0.002154432,0.07950658,0.0005178591,0.0001626519,0.0002652053,0.0001146006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941837,0.0002592507,0.003373198,0.00005939867,0.0001340649,0.0001239985,0.000006459557,0.00001264681,0.001847351],"genre_scores_gemma":[0.9924053,0.000003209359,0.007504872,0.00001898753,0.00004066111,0.00000347255,0.000005600287,7.55784e-7,0.00001716431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07887577,"threshold_uncertainty_score":0.3114195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05394305567802384,"score_gpt":0.2404432550239304,"score_spread":0.1865001993459065,"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."}}