{"id":"W2078541383","doi":"10.3402/tellusa.v64i0.17614","title":"Simulation of surface temperature and ice cover of large northern lakes with 1-D models: a comparison with MODIS satellite data and &lt;i&gt;in situ&lt;/i&gt; measurements","year":2012,"lang":"en","type":"article","venue":"Tellus A Dynamic Meteorology and Oceanography","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; University of Waterloo","funders":"","keywords":"Snow; Moderate-resolution imaging spectroradiometer; Satellite; Environmental science; Flake; Climatology; Data assimilation; Geology; Atmospheric sciences; Meteorology; Geography; Geomorphology","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":[0.0004865341,0.000649058,0.000450183,0.0003536005,0.0004986675,0.0006511125,0.0009189436,0.0008677404,0.000859025],"category_scores_gemma":[0.00106011,0.0005037877,0.0008038193,0.0004412138,0.0004382602,0.0003953592,0.0003258841,0.000411686,0.0001046735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002913108,"about_ca_system_score_gemma":0.00185544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3447776,"about_ca_topic_score_gemma":0.2318784,"domain_scores_codex":[0.9998723,0.00003567167,0.000008941362,0.00003640181,0.00001718136,0.00002953824],"domain_scores_gemma":[0.999503,0.0002386764,0.00006027759,0.00003887348,0.00009916272,0.0000600245],"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":[0.00008881932,0.00005958295,0.01301166,0.00001649764,0.00003537543,0.00003418374,0.00004407942,0.9842972,0.0007921765,0.0001176684,0.0001309977,0.001371695],"study_design_scores_gemma":[0.00002953769,0.00002383664,0.00397345,0.000002347775,0.00001025316,0.000003844354,0.00002747498,0.9955103,0.0002950941,0.00003514837,0.00008203022,0.000006697387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970717,0.00003070638,0.001320225,0.00005865317,0.000007835936,0.00001865818,0.0004583914,0.000110899,0.0009228007],"genre_scores_gemma":[0.9971125,0.00002814631,0.002083795,0.00001603514,0.000002983131,0.00002877004,0.0004443911,0.00001329155,0.0002700684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3447776,"threshold_uncertainty_score":0.6855415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0200368617955574,"score_gpt":0.2330678927632038,"score_spread":0.2130310309676464,"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."}}