{"id":"W4322005734","doi":"10.5194/egusphere-egu23-6672","title":"Instruments performance and data quality after 10 years of Swarm in orbit","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Geomagnetism and Paleomagnetism Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Swarm behaviour; Scope (computer science); Constellation; Satellite; Baseline (sea); Quality (philosophy); Computer science; Systems engineering; Aerospace engineering; Remote sensing; Engineering; Geography; Artificial intelligence; Geology; Physics; Astronomy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01236754,0.0007262103,0.0008292039,0.001718676,0.0008903777,0.003747072,0.0008898752,0.00102376,0.002573445],"category_scores_gemma":[0.01941374,0.0002742624,0.0005145084,0.002273076,0.0009945404,0.003019153,0.002338866,0.00106285,0.001815061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001151796,"about_ca_system_score_gemma":0.0007107551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00577199,"about_ca_topic_score_gemma":0.002688292,"domain_scores_codex":[0.9934012,0.0006794221,0.0005619591,0.001497088,0.00331895,0.0005414285],"domain_scores_gemma":[0.9862882,0.002495979,0.0007536095,0.002539903,0.007069303,0.0008529325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007936084,0.0005162424,0.2608276,0.001380506,0.0009868542,0.0008846909,0.003363916,0.03314826,0.06927557,0.00771305,0.05381054,0.5601566],"study_design_scores_gemma":[0.0005183704,0.002519517,0.5430787,0.0006581958,0.0006955862,0.001754444,0.003135544,0.0679014,0.1164651,0.00768414,0.2550551,0.0005339326],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9168479,0.006176841,0.02711319,0.002564162,0.0007898575,0.0002173044,0.01381377,0.00568772,0.02678931],"genre_scores_gemma":[0.9339527,0.001166064,0.01846424,0.000356458,0.0002587609,0.00008001183,0.03791096,0.001187259,0.006623596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01236754,"threshold_uncertainty_score":0.06540662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04270941516091342,"score_gpt":0.3071666113646401,"score_spread":0.2644571962037267,"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."}}