{"id":"W4390141667","doi":"10.1016/j.tcrr.2023.12.003","title":"Remote sensing and analysis of tropical cyclones: Current and emerging satellite sensors","year":2023,"lang":"en","type":"article","venue":"Tropical Cyclone Research and Review","topic":"Tropical and Extratropical Cyclones Research","field":"Earth and Planetary Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"New Relationship Trust; Office of Naval Research; Japan Aerospace Exploration Agency; Canadian Space Agency; National Oceanic and Atmospheric Administration; U.S. Naval Research Laboratory; European Organization for the Exploitation of Meteorological Satellites; Korea Aerospace Research Institute; European Space Agency; China Meteorological Administration; Japan Meteorological Agency; Institut Français de Recherche pour l'Exploitation de la Mer; National Aeronautics and Space Administration; Muscular Dystrophy Association; Jet Propulsion Laboratory; Indian Space Research Organisation; Massachusetts Institute of Technology","keywords":"Tropical cyclone; Geostationary orbit; Remote sensing; Satellite; Meteorology; Weather satellite; Radiometer; Environmental science; Computer science; Geography; Aerospace engineering; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005807147,0.0002574868,0.0009717329,0.0006267883,0.0003545186,0.00009612757,0.0001874701,0.0001232499,0.0002155863],"category_scores_gemma":[0.0005432684,0.0001771176,0.0001618885,0.00309391,0.001009315,0.0001207247,0.0001689971,0.0007743912,0.00006192929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009932293,"about_ca_system_score_gemma":0.00004618535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001968952,"about_ca_topic_score_gemma":0.001469284,"domain_scores_codex":[0.9959646,0.0006930287,0.0006476313,0.0007213278,0.001014033,0.0009593245],"domain_scores_gemma":[0.997533,0.001103511,0.00007370071,0.0003366397,0.000171235,0.0007818865],"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":[0.00006945703,0.00001449023,0.3346091,0.001520742,0.0001345571,0.00005575692,0.00004133917,0.000003876843,0.00004735344,0.0002371885,0.0000831623,0.663183],"study_design_scores_gemma":[0.0002735676,0.0002897364,0.9674712,0.0006113602,0.0001849392,0.00002456332,0.00004904937,0.01176879,0.00001055228,0.001466705,0.01764526,0.0002042245],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8282132,0.1676415,0.0001706315,0.00326849,0.00004664759,0.0003815526,0.00003966917,0.0000543618,0.0001839873],"genre_scores_gemma":[0.5492058,0.4500716,0.0004831243,0.0000459225,0.00008148213,6.69767e-7,0.00005020593,0.000006727866,0.00005449726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6629788,"threshold_uncertainty_score":0.7222645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08141443386253135,"score_gpt":0.3702948650879958,"score_spread":0.2888804312254644,"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."}}