{"id":"W4220789563","doi":"10.1002/essoar.10510902.1","title":"A Flexible Multi-Scale Framework to Simulate Lakes and Reservoirs in Earth System Models","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Saskatchewan","funders":"","keywords":"World Wide Web; Scale (ratio); Computer science; Electronic mail; Geography","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006455486,0.0005287394,0.0005262799,0.0003991642,0.0006856805,0.001009012,0.00152409,0.001062937,0.003445079],"category_scores_gemma":[0.001450773,0.0005859419,0.001211378,0.0005801981,0.0005925978,0.001163991,0.001311292,0.0009478561,0.0004766253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006891415,"about_ca_system_score_gemma":0.001249508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01983734,"about_ca_topic_score_gemma":0.02487267,"domain_scores_codex":[0.9998378,0.00006307894,0.00001196814,0.00002929132,0.00003315276,0.00002477057],"domain_scores_gemma":[0.9996566,0.000154576,0.00003166797,0.0000628583,0.00005281864,0.0000415732],"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":[0.00001023811,0.00001150294,0.0003735953,0.00001157491,0.00001665219,0.00002087679,0.00002359312,0.9876186,0.0004331431,0.008209506,0.0004609797,0.002809627],"study_design_scores_gemma":[0.000007898787,0.000004690779,0.00006437767,0.000001856994,0.000002847433,0.000003541562,0.000005968473,0.9962524,0.00009008512,0.002388841,0.001174009,0.000003446768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06115673,0.0001584396,0.9263124,0.0003120219,0.00007724423,0.0001149161,0.001429543,0.002938982,0.007499717],"genre_scores_gemma":[0.6116769,0.000287746,0.3799344,0.0001439502,0.00005453992,0.0005531481,0.001628893,0.0008244956,0.004895914],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01983734,"threshold_uncertainty_score":0.03944379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03079956135451816,"score_gpt":0.2686442634491938,"score_spread":0.2378447020946757,"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."}}