{"id":"W4306749391","doi":"10.5194/essd-2022-213-rc2","title":"Comment on essd-2022-213","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":"University of Toronto","funders":"Eurostars; Australian Research Council; Pacific Northwest National Laboratory; Canadian Space Agency; National Oceanic and Atmospheric Administration; Jet Propulsion Laboratory; Université de La Réunion; European Commission; California Institute of Technology; Environment and Climate Change Canada; Nuclear Safety and Security Commission; Korea Meteorological Administration; Environmental Restoration and Conservation Agency; National Aeronautics and Space Administration; Universität Bremen; Battelle; Natural Sciences and Engineering Research Council of Canada; European Centre for Medium-Range Weather Forecasts; Grand Équipement National De Calcul Intensif","keywords":"Scalable Vector Graphics; Span (engineering); Environmental science; Carbon fibers; Carbon cycle; Fossil fuel; Atmospheric sciences; Meteorology; Mathematics; Chemistry; Computer science; Physics; Engineering; Algorithm; Ecosystem; Biology; Ecology; Organic chemistry; Composite number; Structural engineering; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002192775,0.0007763148,0.001002345,0.001047523,0.002193359,0.004882052,0.002445639,0.02326333,0.1975178],"category_scores_gemma":[0.01329232,0.000453027,0.001568054,0.001412952,0.001150938,0.00226643,0.001823755,0.009825712,0.174869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003384949,"about_ca_system_score_gemma":0.003822397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02379692,"about_ca_topic_score_gemma":0.02982048,"domain_scores_codex":[0.9980108,0.0001376802,0.0002108678,0.0002192189,0.001044663,0.0003767832],"domain_scores_gemma":[0.9965551,0.0007921011,0.0001366668,0.0002783132,0.00177884,0.0004590509],"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":[0.00003066426,0.00001055555,0.00007888225,0.00004094485,0.000001760992,0.00007422786,0.000008539619,0.0000142358,0.0000619174,0.0006912525,0.9965797,0.002407311],"study_design_scores_gemma":[0.00002076596,0.000009564944,0.0005048001,0.00006599307,0.000002502545,0.00001946641,0.00002915445,0.00002970431,0.00009735646,0.0005781954,0.998634,0.000008464047],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00101106,0.001728618,0.0008873169,0.3589572,0.2812095,0.000654911,0.02157677,0.002580505,0.3313941],"genre_scores_gemma":[0.003449851,0.0007327785,0.0004670915,0.4310718,0.02465845,0.0004545215,0.004355672,0.000541308,0.5342685],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1975178,"threshold_uncertainty_score":0.660763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01304825862425792,"score_gpt":0.2411674664072247,"score_spread":0.2281192077829668,"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."}}