{"id":"W4230654773","doi":"10.5194/essd-2021-54-rc2","title":"Comment on essd-2021-54","year":2021,"lang":"en","type":"peer-review","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Takuvik Joint International Laboratory; Université Laval","funders":"Institut Polaire Français Paul Emile Victor; Fondation BNP Paribas; Natural Sciences and Engineering Research Council of Canada; European Commission; BNP Paribas Cardif; Environment and Climate Change Canada; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; University of Warwick","keywords":"Snow; Tundra; Permafrost; Shortwave radiation; Arctic; Environmental science; Snowmelt; Atmospheric sciences; Shortwave; Downwelling; Cryosphere; Climatology; Geology; Meteorology; Sea ice; Upwelling; Radiative transfer; Geography; Radiation","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00201222,0.0008831687,0.001132471,0.001008683,0.002339256,0.004627625,0.002624992,0.02314691,0.3183422],"category_scores_gemma":[0.009794932,0.000461881,0.001695727,0.00146209,0.001274369,0.00215561,0.0019489,0.009692673,0.3018847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003508917,"about_ca_system_score_gemma":0.003415277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02220414,"about_ca_topic_score_gemma":0.03199142,"domain_scores_codex":[0.9982474,0.0001146613,0.0001793479,0.0002193016,0.0008285872,0.0004107872],"domain_scores_gemma":[0.9964819,0.0006700029,0.0001260313,0.00031813,0.001784742,0.0006192381],"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":[0.00003335353,0.00001503787,0.00008294282,0.00004986714,0.000001641828,0.0000665297,0.000007702422,0.00001172649,0.00006807449,0.0005605762,0.9947759,0.00432671],"study_design_scores_gemma":[0.00002300732,0.00001327922,0.0005873099,0.00007401667,0.00000184974,0.00001723977,0.00002696459,0.00002244456,0.00006741923,0.0003640963,0.9987941,0.000008281054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0009377579,0.001831393,0.000595325,0.2412705,0.2647824,0.0008217749,0.01777252,0.002802209,0.4691861],"genre_scores_gemma":[0.002363668,0.0005988703,0.0003067824,0.3012332,0.01982211,0.0004652618,0.003239548,0.0004947215,0.6714758],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3183422,"threshold_uncertainty_score":0.9723021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09297280795491977,"score_gpt":0.3031886223425788,"score_spread":0.210215814387659,"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."}}