{"id":"W2112706015","doi":"10.1002/hyp.9931","title":"Observations of late winter Canadian tundra snow cover properties","year":2013,"lang":"en","type":"article","venue":"Hydrological Processes","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Wilfrid Laurier University","funders":"","keywords":"Tundra; Snow; Environmental science; Permafrost; Snow line; Terrain; Snow field; Water equivalent; Precipitation; Physical geography; Climatology; Forcing (mathematics); Snowmelt; Snow cover; Atmospheric sciences; Arctic; Geology; Meteorology; Geography","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":[0.0001653558,0.000269388,0.0001654828,0.001048583,0.001145475,0.0004776596,0.0003205705,0.0001467938,0.001546241],"category_scores_gemma":[0.0004178974,0.0001268752,0.0001382472,0.00155887,0.0001671163,0.0001384749,0.0002689337,0.0001827499,0.0002635326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004327255,"about_ca_system_score_gemma":0.003475538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9766242,"about_ca_topic_score_gemma":0.9927026,"domain_scores_codex":[0.9998553,0.000006676379,0.000004549136,0.00003181145,0.00005814559,0.00004347783],"domain_scores_gemma":[0.9996188,0.00001859897,0.00003686338,0.00001213503,0.0002511412,0.00006248406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003463599,0.00005823376,0.8842778,0.0001752495,0.0001687072,0.0001881048,0.001524635,0.002157508,0.02807284,0.0002846485,0.009670365,0.07307562],"study_design_scores_gemma":[0.000003532272,0.000008451495,0.9950897,0.000009573164,0.000008819768,0.00001947303,0.0001566203,0.0004970906,0.0007868957,0.000009817734,0.003402888,0.000007153727],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767269,0.0006393727,0.0005300429,0.00007836328,0.00001176089,0.00002896051,0.013534,0.0000997999,0.008350802],"genre_scores_gemma":[0.9898524,0.0003918512,0.0007587593,0.00003942109,0.000004964013,0.00001912345,0.005205994,0.0000112784,0.003716111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02337581,"threshold_uncertainty_score":0.04702687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05181241982393085,"score_gpt":0.1995975635292166,"score_spread":0.1477851437052858,"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."}}