{"id":"W4386135061","doi":"10.1038/s41467-023-40605-2","title":"Recent increases in tropical cyclone rapid intensification events in global offshore regions","year":2023,"lang":"en","type":"article","venue":"Nature Communications","topic":"Tropical and Extratropical Cyclones Research","field":"Earth and Planetary Sciences","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"National Natural Science Foundation of China-Yunnan Joint Fund; Hohai University; National Natural Science Foundation of China; Natural Environment Research Council; Sight Research UK; UK Research and Innovation","keywords":"Tropical cyclone; Submarine pipeline; Environmental science; Climatology; Oceanography; Geography; Meteorology; Geology","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":[0.0002576625,0.0002076971,0.0001206934,0.000579174,0.0001866613,0.0005373939,0.000122209,0.0002804609,0.001538384],"category_scores_gemma":[0.0009201005,0.00008204832,0.0001732029,0.0009370807,0.0002197075,0.0004539629,0.0004187566,0.0003686202,0.0002032079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003100487,"about_ca_system_score_gemma":0.0001976369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006436831,"about_ca_topic_score_gemma":0.01186576,"domain_scores_codex":[0.9998933,0.00001089197,0.00001285423,0.0000388789,0.00001818723,0.00002582472],"domain_scores_gemma":[0.9990603,0.00006595807,0.0005044067,0.00005257181,0.0001723354,0.0001444914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001201976,0.00001711552,0.9676077,0.000249325,0.0001348081,0.000352949,0.000496376,0.0007773329,0.002253312,0.0005059892,0.003228079,0.02425682],"study_design_scores_gemma":[0.000002021527,0.00001551474,0.9952667,0.00001981,0.00002231369,0.0001643978,0.0002389946,0.0002000035,0.0001419298,0.00004115145,0.003883597,0.000003649279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896534,0.002408685,0.0003867192,0.000829967,0.0001106055,0.00001192622,0.002662983,0.0000362165,0.003899461],"genre_scores_gemma":[0.99541,0.001944894,0.0002672389,0.0001909022,0.0001654312,0.000008642626,0.001590427,0.000006044168,0.0004164215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006436831,"threshold_uncertainty_score":0.01279873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04711562129298029,"score_gpt":0.3188252483573103,"score_spread":0.27170962706433,"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."}}