{"id":"W4416155219","doi":"10.1029/2025jd043328","title":"Sensitivity Differences Between 118 GHz and 183 GHz Radiance in All‐Sky Assimilation With Hydrometeor Control Variables and the Impact on a Typhoon Structure Forecast","year":2025,"lang":"en","type":"article","venue":"Journal of Geophysical Research Atmospheres","topic":"Tropical and Extratropical Cyclones Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"Natural Science Foundation of Hunan Province; China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Typhoon; Radiance; Tropical cyclone; Data assimilation; Microwave; Satellite; Sensitivity (control systems)","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":[0.001126792,0.0006499385,0.0003686515,0.000369357,0.0003091163,0.0007562515,0.0003840095,0.0006840413,0.0008138651],"category_scores_gemma":[0.002741579,0.0002772998,0.0008129912,0.0004146332,0.0003494203,0.0007379681,0.0005684892,0.0007207776,0.0001518434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004468899,"about_ca_system_score_gemma":0.0005959586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03270089,"about_ca_topic_score_gemma":0.01599946,"domain_scores_codex":[0.9996835,0.00009129361,0.00002036239,0.00009751688,0.00004956542,0.00005772506],"domain_scores_gemma":[0.9989907,0.0005272274,0.00009398109,0.0001241355,0.0001724357,0.00009150917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001296903,0.0003367689,0.3158145,0.0001323133,0.0007483975,0.0003038092,0.0002048972,0.5852609,0.05705262,0.0008116464,0.001457495,0.0365798],"study_design_scores_gemma":[0.00008333742,0.0001185759,0.2216691,0.00002558133,0.0001372891,0.00003286713,0.0001472264,0.7655697,0.01097769,0.0003375221,0.0008405687,0.00006048927],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958667,0.0001336923,0.002671153,0.0001207479,0.00005503149,0.00001502456,0.0003241925,0.0000934296,0.0007200269],"genre_scores_gemma":[0.9984711,0.00003788503,0.0008566012,0.00002064206,0.00001184395,0.000004854577,0.0004708412,0.00001468005,0.0001115282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03270089,"threshold_uncertainty_score":0.0650211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02334433549544942,"score_gpt":0.2970258491839916,"score_spread":0.2736815136885422,"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."}}