{"id":"W3000589674","doi":"","title":"Enhanced Mean Dynamic Topography and Ocean Circulation Estimation using GOCE Preliminary Models","year":2010,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Geophysics and Gravity Measurements","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology; Ocean current; Ocean surface topography; Boundary current; Current (fluid); Geodesy; Sea-surface height; Gravitational field; Satellite; Altimeter; Climatology; Oceanography","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":[0.000409864,0.0001416808,0.0001211659,0.0000815039,0.0002398885,0.0001016327,0.00008875418,0.00008452468,0.000003785344],"category_scores_gemma":[0.0000499931,0.0001404158,0.0000409574,0.0001284961,0.00004671654,0.000405442,0.000009132311,0.0001983854,0.00001243146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003211364,"about_ca_system_score_gemma":0.00002389139,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01578823,"about_ca_topic_score_gemma":0.01092864,"domain_scores_codex":[0.998937,0.00002879826,0.0002274975,0.0002784432,0.0002841227,0.0002441661],"domain_scores_gemma":[0.9994364,0.00006596385,0.0001591969,0.000157031,0.00006763809,0.0001138025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00002918247,0.00004019992,0.2736992,0.00006750606,0.00002456352,0.0000053176,0.0007574292,0.680478,0.01171746,0.00003268494,0.000004929905,0.03314352],"study_design_scores_gemma":[0.00009965053,0.00002600784,0.5824684,0.00003682572,0.00001804729,0.000004400974,0.00002181104,0.4128521,0.0002401747,0.004111235,0.000001930894,0.0001193849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969212,0.00005645999,0.0005235992,0.00003362756,0.0002719291,0.000159231,0.00001010122,0.000045951,0.001977948],"genre_scores_gemma":[0.9942217,0.000007395621,0.005601633,0.00003372352,0.00004266767,3.173855e-7,0.00007963115,0.000005772011,0.00000713978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3087692,"threshold_uncertainty_score":0.9907658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01940179619960613,"score_gpt":0.2288128819349849,"score_spread":0.2094110857353788,"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."}}