{"id":"W4396871223","doi":"10.5194/egusphere-2024-1237","title":"Multi-physics ensemble modelling of Arctic tundra snowpack properties","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Environment and Climate Change Canada","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Snowpack; Tundra; Arctic; The arctic; Environmental science; Snow; Physics; Climatology; Statistical physics; Meteorology; Geology; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005121593,0.00070764,0.0007380022,0.0004552436,0.0005562254,0.0009233117,0.0009248384,0.0006655697,0.0007457876],"category_scores_gemma":[0.000731424,0.0003654521,0.00107032,0.0006837842,0.0002706848,0.0006254599,0.0004832344,0.0007048922,0.0001405739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001276786,"about_ca_system_score_gemma":0.001632618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2133364,"about_ca_topic_score_gemma":0.1437633,"domain_scores_codex":[0.9998579,0.00003295678,0.0000106461,0.00003710261,0.00003644415,0.00002496935],"domain_scores_gemma":[0.9996516,0.00008667679,0.00003620739,0.00004111859,0.0001446097,0.00003993188],"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":[0.00003922048,0.00004646833,0.00843414,0.0000151912,0.00009704487,0.00002763158,0.00001972361,0.9862889,0.001436225,0.000162476,0.0001894156,0.003243643],"study_design_scores_gemma":[0.000008205533,0.000009163507,0.002565133,0.000001747475,0.000009868017,0.00000207375,0.000005725982,0.9970072,0.0002187799,0.00004912317,0.0001181527,0.000004771187],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701557,0.0002010901,0.02366732,0.0001189943,0.00007545095,0.00004675206,0.001331351,0.0005679593,0.003835453],"genre_scores_gemma":[0.9937724,0.00007095522,0.004588605,0.00002175002,0.0000146132,0.00003293104,0.0009655299,0.00002840707,0.0005048646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2133364,"threshold_uncertainty_score":0.4241893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1401150639926304,"score_gpt":0.2414888208370251,"score_spread":0.1013737568443946,"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."}}