{"id":"W4400105964","doi":"10.2139/ssrn.4879997","title":"Assessment of a Hydrologic-Land Surface Model to Simulate Thermo-Hydrologic Evolution of Permafrost Regions","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"","keywords":"Permafrost; Hydrological modelling; Environmental science; Hydrology (agriculture); Surface water; Geology; Climatology; Geotechnical engineering; Oceanography; Environmental engineering","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":[0.002624923,0.001238495,0.001030217,0.0006330922,0.0007782996,0.001559032,0.001700107,0.002325879,0.002005714],"category_scores_gemma":[0.003685044,0.0005337099,0.0008896879,0.0004160334,0.0007268359,0.001186078,0.0009388498,0.001022554,0.0002911179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002813371,"about_ca_system_score_gemma":0.002358186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05855976,"about_ca_topic_score_gemma":0.02455398,"domain_scores_codex":[0.9995418,0.0002331396,0.0000277067,0.00007211756,0.00007445912,0.00005079846],"domain_scores_gemma":[0.9977955,0.001146164,0.0001681144,0.0001566241,0.0004576985,0.0002760448],"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":[0.000186705,0.0001858523,0.005092967,0.00002539097,0.00006188842,0.00004373814,0.00001757503,0.9911461,0.0007851613,0.0004617218,0.0002328577,0.00176004],"study_design_scores_gemma":[0.00007388545,0.00007718055,0.00107848,0.000003971935,0.00001892753,0.000002714994,0.00001230831,0.9980575,0.000436618,0.0001419094,0.00008885367,0.000007549306],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851922,0.0001357444,0.006801171,0.0006392552,0.00008886185,0.0001656971,0.00154599,0.0004423079,0.004988826],"genre_scores_gemma":[0.9951428,0.00003845885,0.003466236,0.00006041973,0.00001381713,0.0000582339,0.0005642154,0.00003632899,0.0006195104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05855976,"threshold_uncertainty_score":0.1164379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0321719857145747,"score_gpt":0.284311782420604,"score_spread":0.2521397967060293,"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."}}