{"id":"W3017670516","doi":"","title":"Winter Surface Simulations in Boreal Forests Using the Canadian Land Surface Scheme: Tests of Improved Surface Parameterizations","year":2004,"lang":"en","type":"article","venue":"AGUSM","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Taiga; Boreal; Surface (topology); Environmental science; Climatology; Meteorology; Atmospheric sciences; Remote sensing; Geography; Forestry; Geology; Mathematics; Geometry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001272733,0.0001165978,0.0001493777,0.0000190853,0.0003412693,0.00004835155,0.0001633512,0.00006107258,0.0001201024],"category_scores_gemma":[0.00008786319,0.00008859368,0.00004025489,0.000561711,0.0001106617,0.0001464897,0.00001414105,0.00011506,0.000007380435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003291891,"about_ca_system_score_gemma":0.0002675008,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7623565,"about_ca_topic_score_gemma":0.9878864,"domain_scores_codex":[0.9991227,0.00003081926,0.0002433226,0.0001721651,0.0001299,0.0003011034],"domain_scores_gemma":[0.9993265,0.0002048603,0.00007769939,0.0002154202,0.00008165387,0.00009389795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002230621,0.000005935799,0.5543176,0.000002261692,0.000007845187,0.000001114912,0.0002247266,0.4452997,0.00007251217,0.00001760628,0.00001391649,0.00003459129],"study_design_scores_gemma":[0.0002688548,0.00002611477,0.8997149,0.00001727321,0.00001039759,0.000001604077,0.0001440015,0.09917482,0.00004306418,0.0001984751,0.0002988621,0.0001016597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978333,0.0002972531,0.0001798532,0.0008216225,0.0001352709,0.0002653218,0.0002168201,0.00001356223,0.0002370513],"genre_scores_gemma":[0.9943805,0.00001494465,0.005302669,0.0001257656,0.0000201206,2.684017e-7,0.0001001918,0.000005230474,0.00005030306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3461249,"threshold_uncertainty_score":0.3612745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02990864434937635,"score_gpt":0.2519833791676709,"score_spread":0.2220747348182946,"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."}}