{"id":"W3120062758","doi":"10.1038/s41598-020-80752-w","title":"Reconstructing GRACE-type time-variable gravity from the Swarm satellites","year":2021,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Geophysics and Gravity Measurements","field":"Earth and Planetary Sciences","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Deutsche Forschungsgemeinschaft","keywords":"Swarm behaviour; Variable (mathematics); Geodesy; Type (biology); Computer science; Geology; Artificial intelligence; Mathematics; Paleontology; Mathematical analysis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001731555,0.0001352142,0.0001736569,0.00002727382,0.000812733,0.000711292,0.0001912372,0.00005231901,0.003213786],"category_scores_gemma":[0.0004076508,0.00009681554,0.00007813665,0.0007726437,0.0001796704,0.00020916,0.0000350287,0.0001657013,0.0006192456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005216708,"about_ca_system_score_gemma":0.0002735685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002092688,"about_ca_topic_score_gemma":0.0005597027,"domain_scores_codex":[0.9978787,0.0001340621,0.0003457595,0.0006816789,0.0006117293,0.0003480523],"domain_scores_gemma":[0.9983879,0.0001708815,0.0002105762,0.0008142559,0.0002937179,0.000122606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005465496,0.00002698434,0.9612752,0.000006589243,0.00004005306,0.0001986425,0.0002117002,0.0004236077,0.0148095,0.00002762992,0.007332625,0.01564205],"study_design_scores_gemma":[0.0002230618,0.00004066003,0.3372847,0.0001257227,0.0001142959,0.0004070335,0.0005021439,0.002154103,0.06206065,0.3759421,0.2204495,0.0006960466],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818577,0.0008536567,0.00001553275,0.0001786956,0.01022573,0.000126003,0.00003242026,0.0000382586,0.006672058],"genre_scores_gemma":[0.9900769,0.000009109955,0.003149904,0.0001406234,0.0002012553,6.653558e-7,0.0008839347,0.000004976285,0.005532637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6239904,"threshold_uncertainty_score":0.9976974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02052925186666407,"score_gpt":0.2079592568607048,"score_spread":0.1874300049940407,"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."}}