{"id":"W4249246306","doi":"10.5194/gmd-2019-42-rc3","title":"Review of Melton et al: Improving permafrost physics in the coupled Canadian Land Surface Scheme (v. 3.6.2) and Canadian Terrestrial Ecosystem Model (v. 2.1) (CLASS-CTEM)","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permafrost; Physical geography; Environmental science; Ecosystem; Terrestrial ecosystem; Geography; Earth science; Atmospheric sciences; Ecology; Physics; Geology; Oceanography; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00402368,0.001302889,0.001269386,0.002433954,0.000866712,0.001428181,0.002654958,0.001803756,0.004736048],"category_scores_gemma":[0.01295335,0.0004374491,0.0006934237,0.004143573,0.001002647,0.002098634,0.001479332,0.001894798,0.002223542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003588912,"about_ca_system_score_gemma":0.009739925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1527088,"about_ca_topic_score_gemma":0.136334,"domain_scores_codex":[0.998868,0.0001880444,0.00007785439,0.0002122434,0.0005658264,0.0000880335],"domain_scores_gemma":[0.9922462,0.001782513,0.0002102266,0.000469448,0.004879834,0.000411856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002570188,0.00007767971,0.001029551,0.009264648,0.0004409644,0.00007678929,0.0001543654,0.009569179,0.001670853,0.02067544,0.4543794,0.502404],"study_design_scores_gemma":[0.00004135805,0.00007889375,0.001994288,0.003007394,0.0003579582,0.0000679713,0.0000765532,0.001932578,0.001862964,0.00470652,0.9857847,0.00008878481],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0029169,0.9288049,0.01540092,0.02478779,0.0135433,0.00009997945,0.002065405,0.0003173485,0.01206344],"genre_scores_gemma":[0.02712508,0.917508,0.01684856,0.0119812,0.007676348,0.0001335964,0.003411032,0.0007024932,0.01461371],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8472912,"threshold_uncertainty_score":0.3036399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07029116824548474,"score_gpt":0.2739821142028459,"score_spread":0.2036909459573611,"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."}}