{"id":"W4285386024","doi":"10.1080/07055900.2022.2086849","title":"Tropical Cyclones","year":2022,"lang":"en","type":"article","venue":"ATMOSPHERE-OCEAN","topic":"Tropical and Extratropical Cyclones Research","field":"Earth and Planetary Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Centennial; Tropical cyclone; Climatology; Cyclone (programming language); Tropical cyclogenesis; Meteorology; Tropical cyclone rainfall forecasting; Geography; Environmental science; History; Geology; Engineering; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008901939,0.0001634942,0.000213884,0.000007533893,0.0006310029,0.00007008375,0.0005276949,0.00004984368,0.0462571],"category_scores_gemma":[0.00004011812,0.0001320038,0.0001306141,0.0004009551,0.0001289527,0.0001256862,0.00009368532,0.0004993187,0.0007289794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001413409,"about_ca_system_score_gemma":0.0000550687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003423893,"about_ca_topic_score_gemma":0.0009875074,"domain_scores_codex":[0.997851,0.000200371,0.0002499559,0.0003927384,0.000710777,0.0005952044],"domain_scores_gemma":[0.999188,0.0001571872,0.00004000212,0.0002821501,0.00002434647,0.0003083377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001147831,0.00004942353,0.9614556,0.000007417256,0.0000163007,0.00009968292,0.00004625187,0.002752365,0.000006389748,0.001086916,0.006913701,0.02745114],"study_design_scores_gemma":[0.0003370671,0.0003782564,0.8305193,0.000001383108,0.000006812944,0.00004071444,0.0001824298,0.003039747,0.00001002639,0.002511268,0.1627893,0.0001837145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864742,0.0006171591,0.00008272273,0.0014767,0.0003842151,0.0001516308,0.0000555537,0.0001276571,0.01063012],"genre_scores_gemma":[0.996774,0.00002890686,0.0007280532,0.0006074159,0.0002637642,0.000001570883,0.00006362473,0.00000783838,0.001524825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1558756,"threshold_uncertainty_score":0.9546148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01447904823487348,"score_gpt":0.2270706248743107,"score_spread":0.2125915766394372,"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."}}