{"id":"W4210631309","doi":"10.5194/nhess-2021-396-rc3","title":"Comment on nhess-2021-396","year":2022,"lang":"en","type":"peer-review","venue":"","topic":"Tropical and Extratropical Cyclones Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Anticyclone; Extratropical cyclone; Trough (economics); Climatology; Snow; Air mass (solar energy); Outflow; Atmospheric sciences; Storm; Frontogenesis; Winter storm; Geology; Environmental science; Meteorology; Geography; Oceanography; Boundary layer; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000247959,0.0003160221,0.0005661524,0.0000974255,0.0002703984,0.00007685538,0.0007931106,0.0001483674,0.631167],"category_scores_gemma":[0.00009527567,0.0002102342,0.0002665245,0.0003108261,0.00008130103,0.00004310439,0.00009152765,0.001290182,0.007745364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002057511,"about_ca_system_score_gemma":0.0001075029,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01236501,"about_ca_topic_score_gemma":0.005275529,"domain_scores_codex":[0.9967138,0.0002852712,0.0003715686,0.0005809826,0.001445593,0.0006027847],"domain_scores_gemma":[0.9986186,0.0004047268,0.00007212535,0.0005106737,0.00004739004,0.0003464587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002145128,0.00003886701,0.001981712,0.0004263969,0.00002493721,0.00005278764,0.000001964233,0.00001907223,4.7503e-8,0.0002844666,0.8883919,0.1087565],"study_design_scores_gemma":[0.0001202882,0.0004810827,0.008472008,0.0001980758,0.00002411348,0.000004396994,0.000006131891,0.00006277247,6.458122e-7,0.0003334111,0.9900131,0.0002840011],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.00005486481,0.02729768,0.00001316383,0.6375607,0.002956084,0.0006090084,0.001601344,0.00006813987,0.329839],"genre_scores_gemma":[0.002373449,0.04533248,0.00036617,0.2304604,0.00208786,0.00004855771,0.01723112,0.00002600938,0.7020739],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6234217,"threshold_uncertainty_score":0.9942117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05534448198376026,"score_gpt":0.3060729752525588,"score_spread":0.2507284932687986,"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."}}