{"id":"W1980400791","doi":"10.1029/2001jd900151","title":"Incorporation of a permafrost model into a large‐scale ecosystem model: Evaluation of temporal and spatial scaling issues in simulating soil thermal dynamics","year":2001,"lang":"en","type":"article","venue":"Journal of Geophysical Research Atmospheres","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":159,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Black spruce; Environmental science; Permafrost; Atmospheric sciences; Snow; Moss; Climate model; Tundra; Soil science; Ecosystem; Active layer; Climatology; Climate change; Taiga; Meteorology; Ecology; Geology; Layer (electronics); Geography; Materials science","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":[0.002102828,0.0005315684,0.0004498685,0.0002434324,0.000406081,0.0007157578,0.0009997969,0.0006719701,0.0006948158],"category_scores_gemma":[0.006615337,0.0004662599,0.0004545995,0.0003854779,0.0004155908,0.001329437,0.000719391,0.0008495669,0.00006280433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007746805,"about_ca_system_score_gemma":0.001033387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02632105,"about_ca_topic_score_gemma":0.01843872,"domain_scores_codex":[0.9995533,0.0001990501,0.00004314295,0.000075195,0.00008658153,0.00004271699],"domain_scores_gemma":[0.9968275,0.002001775,0.0002955057,0.000335439,0.0003831736,0.0001564517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002200029,0.0002263426,0.02921551,0.00006237865,0.00008926078,0.0001404576,0.00007083055,0.9580379,0.003545778,0.0008588069,0.0001145718,0.007418305],"study_design_scores_gemma":[0.00002115036,0.0001109927,0.001991506,0.00000452725,0.00001482221,0.00001013793,0.00001640026,0.9969571,0.0006804616,0.00009792893,0.00008919447,0.000005828475],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892812,0.00007529097,0.00850962,0.00007364919,0.00001886578,0.00005779127,0.00007709482,0.0001504169,0.00175611],"genre_scores_gemma":[0.9911501,0.00003686998,0.008440549,0.00002099821,0.00000567053,0.00003010988,0.00007507516,0.0000281465,0.0002124205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02632105,"threshold_uncertainty_score":0.05233568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06743841612372821,"score_gpt":0.3484164441236304,"score_spread":0.2809780279999022,"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."}}