{"id":"W3105203633","doi":"10.1029/2020gl089764","title":"A New Mass Flux Correction Procedure for Vertically Integrated Energy Transport by Constraining Mass, Energy, and Water Budgets","year":2020,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; New York University Abu Dhabi","keywords":"Spurious relationship; Barotropic fluid; Mass flux; Energy transport; Flux (metallurgy); Environmental science; Energy (signal processing); Water mass; Energy flux; Mass transport; Energy budget; Energy transformation; Zonal and meridional; Circulation (fluid dynamics); Mechanics; Physics; Meteorology; Climatology; Atmospheric sciences; Geology; Materials science; Mathematics; Thermodynamics; Statistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0005176387,0.0006039686,0.0003463773,0.0007545538,0.0004103638,0.0004120517,0.0007627375,0.0004359027,0.001390214],"category_scores_gemma":[0.001260359,0.0002720161,0.0004937337,0.0005048999,0.0002555051,0.0005774791,0.0004170418,0.0006882197,0.0003387593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003290949,"about_ca_system_score_gemma":0.0009110325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008955268,"about_ca_topic_score_gemma":0.01050566,"domain_scores_codex":[0.9997962,0.00003846574,0.00001164376,0.0000537048,0.00008494185,0.00001502589],"domain_scores_gemma":[0.9997019,0.00007560969,0.00005028441,0.00003998458,0.0001229113,0.00000929433],"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":[0.0001523778,0.0001255881,0.00831363,0.0001919729,0.0002433758,0.0002255626,0.0001888021,0.1795885,0.1289342,0.01529855,0.004169049,0.6625683],"study_design_scores_gemma":[0.00004147237,0.00004600543,0.004120203,0.00001302986,0.00003453784,0.0001003976,0.00001453997,0.9650362,0.02024996,0.001928544,0.008376889,0.00003820446],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02169362,0.0001098433,0.97614,0.00006983898,0.0001236431,0.00004469106,0.00008759963,0.00106112,0.0006696838],"genre_scores_gemma":[0.1287426,0.0001105145,0.8680821,0.00004267008,0.00007962261,0.00007439713,0.0001958865,0.0002858417,0.002386377],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008955268,"threshold_uncertainty_score":0.01780629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01603251983879672,"score_gpt":0.2292642923284137,"score_spread":0.2132317724896169,"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."}}