{"id":"W2114296728","doi":"10.1002/hyp.9792","title":"Modelling incoming radiation on a linear disturbance and its impact on the ground thermal regime in discontinuous permafrost","year":2013,"lang":"en","type":"article","venue":"Hydrological Processes","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"Canadian Foundation for Climate and Atmospheric Sciences; Aurora Research Institute","keywords":"Permafrost; Environmental science; Shortwave radiation; Disturbance (geology); Longwave; Atmospheric sciences; Canopy; Shortwave; Radiative transfer; Radiation; Geology; Geomorphology; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001465474,0.0002353413,0.0002118991,0.0001913267,0.0002735179,0.0005334042,0.000569382,0.0006607827,0.001170921],"category_scores_gemma":[0.0004130691,0.0001973489,0.0004150247,0.0002741704,0.0003811725,0.0003331454,0.0003266571,0.0004156899,0.00009528526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007678886,"about_ca_system_score_gemma":0.0004553554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02978324,"about_ca_topic_score_gemma":0.02526854,"domain_scores_codex":[0.999952,0.00001223426,0.000002814258,0.0000130563,0.000007537511,0.0000124171],"domain_scores_gemma":[0.9998357,0.00008836857,0.00002242432,0.0000132849,0.0000127987,0.0000274485],"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":[0.0001263337,0.0001135422,0.04666371,0.00002785957,0.00003942694,0.0001097892,0.00004910689,0.9432325,0.006381691,0.000358871,0.00009436722,0.002802787],"study_design_scores_gemma":[0.00002537993,0.00004339571,0.01831241,0.000003457306,0.00001232567,0.00001432325,0.00004234415,0.9802533,0.001013895,0.0001790641,0.00009190246,0.000008284681],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973827,0.00002414541,0.001818089,0.00002390075,0.000003522635,0.000004716271,0.0001198364,0.0000278566,0.0005951459],"genre_scores_gemma":[0.9993033,0.00001744777,0.0004785132,0.000004299878,0.000001476721,0.000003941036,0.00007290776,0.000005915028,0.0001122456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02978324,"threshold_uncertainty_score":0.05921978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04165782645550738,"score_gpt":0.2519574585569753,"score_spread":0.2102996321014679,"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."}}