{"id":"W4311953609","doi":"10.1186/s40623-022-01736-w","title":"Swarm Thermal Ion Imager measurement performance","year":2022,"lang":"en","type":"article","venue":"Earth Planets and Space","topic":"Ionosphere and magnetosphere dynamics","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Canadian Space Agency; European Space Agency","keywords":"Swarm behaviour; Computer science; Spacecraft; Satellite; Remote sensing; Electric field; Drift velocity; Simulation; Real-time computing; Physics; Aerospace engineering; Artificial intelligence; Geology; Engineering","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":[0.0001315907,0.00009947593,0.00009120777,0.000009398555,0.0002754954,0.00003102722,0.00006467502,0.00001107867,0.00280651],"category_scores_gemma":[4.936456e-7,0.00009151896,0.00002382436,0.00004297648,0.00001743512,0.00006335526,0.00006344858,0.00015312,0.00003428358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007295766,"about_ca_system_score_gemma":0.00003550542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002193549,"about_ca_topic_score_gemma":0.00001400951,"domain_scores_codex":[0.9993505,0.00002771894,0.00008119558,0.0001481796,0.0002043311,0.0001880877],"domain_scores_gemma":[0.9997745,0.00000783033,0.00004063512,0.0001088674,0.00001785036,0.00005031825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004541822,0.0007233032,0.4122237,0.0001039555,0.0003462659,0.00004833454,0.003693636,0.04161727,0.01624085,0.0252048,0.04673484,0.4526089],"study_design_scores_gemma":[0.001344418,0.0005019471,0.125152,0.00001255268,0.00003598676,0.00001084984,0.001008467,0.01848917,0.002244919,0.0001789724,0.8504495,0.0005711624],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9585711,0.0001470997,0.000189479,0.0002498978,0.0002063668,0.0001181043,0.00002629307,0.00002150954,0.04047015],"genre_scores_gemma":[0.9949406,0.000007413767,0.0002275803,0.00008159551,0.0001484912,0.00001364949,0.00004932969,0.000009670017,0.00452162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8037147,"threshold_uncertainty_score":0.998105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006745566540473343,"score_gpt":0.174700149787916,"score_spread":0.1679545832474426,"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."}}