{"id":"W3182679711","doi":"10.5194/egusphere-egu21-13922","title":"Equilibrium Spin-up of Cold and Warm Permafrost Models","year":2021,"lang":"en","type":"article","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Permafrost; Thermodynamics; Initialization; Ground state; Chemistry; Physics; Atomic physics; Biology; Ecology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000443075,0.0004843045,0.000636221,0.0003847963,0.0005279012,0.0008079885,0.001320272,0.0006499171,0.002491728],"category_scores_gemma":[0.001883543,0.0003633141,0.0007033156,0.0002036466,0.0005930988,0.0007187315,0.0009103089,0.0009336816,0.000295652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006517283,"about_ca_system_score_gemma":0.00078684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01151963,"about_ca_topic_score_gemma":0.01294157,"domain_scores_codex":[0.9998409,0.00003931672,0.00001208135,0.00003249845,0.00003321862,0.0000420168],"domain_scores_gemma":[0.9994029,0.0002496067,0.00005944275,0.00008913115,0.0001152303,0.00008375086],"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":[0.0002008229,0.0001005221,0.006415839,0.00005413307,0.0000491219,0.0001207045,0.0001310095,0.9751393,0.004282976,0.005818218,0.0005711257,0.007116321],"study_design_scores_gemma":[0.00002281601,0.00003009916,0.0004601056,0.000006145281,0.00000656769,0.000006624525,0.00002720096,0.9969192,0.001445048,0.0007625691,0.0003059592,0.000007623444],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9003933,0.0002641589,0.08130989,0.0001976179,0.0000667079,0.0001174587,0.0008280738,0.0009035582,0.01591924],"genre_scores_gemma":[0.9820631,0.00005725143,0.01562098,0.00006909345,0.000008363973,0.00007973492,0.0006562085,0.0001632924,0.001282032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01151963,"threshold_uncertainty_score":0.02290517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0508761146382929,"score_gpt":0.250531854111892,"score_spread":0.1996557394735992,"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."}}