{"id":"W4283376985","doi":"10.5194/essd-2022-174-rc1","title":"Comment on essd-2022-174","year":2022,"lang":"en","type":"peer-review","venue":"","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"Government of Canada; Environment and Climate Change Canada; National Aeronautics and Space Administration","keywords":"Arctic; Radiosonde; Nowcasting; Meteorology; Environmental science; Climatology; The arctic; Storm; Numerical weather prediction; Weather forecasting; Climate change; Computer science; Geography; Geology; Oceanography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.003975769,0.0009331698,0.001191166,0.0009263058,0.003802957,0.005110424,0.003443565,0.05708116,0.06350172],"category_scores_gemma":[0.01571611,0.0006412508,0.002049177,0.001531694,0.002382559,0.003231746,0.002575999,0.02479105,0.05211481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006159813,"about_ca_system_score_gemma":0.01049873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06806251,"about_ca_topic_score_gemma":0.09836152,"domain_scores_codex":[0.996806,0.0002585301,0.0003069201,0.0004000962,0.001397474,0.0008309921],"domain_scores_gemma":[0.9953634,0.001522858,0.0002134374,0.0002686286,0.001820824,0.0008108332],"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":[0.00003145047,0.00001487249,0.0001895869,0.00004173287,0.00000267306,0.0001764692,0.00003374397,0.00001987131,0.0000816557,0.001742516,0.9952129,0.00245248],"study_design_scores_gemma":[0.0000253752,0.00001403502,0.000940557,0.0001052232,0.000004200283,0.00004139112,0.0001007539,0.00004769371,0.00008014424,0.001202926,0.9974182,0.00001962531],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001106051,0.002106851,0.0004314752,0.7122456,0.1350161,0.0003540635,0.006789825,0.0008263472,0.1411237],"genre_scores_gemma":[0.00187029,0.0004250482,0.0001779113,0.8770472,0.01065002,0.0002338848,0.000760573,0.00009259929,0.1087425],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06806251,"threshold_uncertainty_score":0.2124344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01315516098287946,"score_gpt":0.2420278856207041,"score_spread":0.2288727246378247,"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."}}