{"id":"W2988130669","doi":"10.2134/jeq2001.3031100x","title":"Upscaling and Downscaling Methods for Environmental Research","year":2001,"lang":"en","type":"article","venue":"Journal of Environmental Quality","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citation; Library science; Downscaling; Computer science; World Wide Web; Ecology; Climate change; Biology","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":[0.00456221,0.0001264104,0.000270982,0.000105781,0.0001490625,0.00005659589,0.0004225434,0.00006514422,0.00001492456],"category_scores_gemma":[0.00025508,0.0001116208,0.0001083925,0.00007486647,0.0001236167,0.0004856088,0.0002566339,0.0003354686,0.000003499378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001834334,"about_ca_system_score_gemma":0.000008657764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.140268e-7,"about_ca_topic_score_gemma":5.371306e-8,"domain_scores_codex":[0.9981911,0.0002375065,0.0006245134,0.0002311546,0.0004033083,0.000312445],"domain_scores_gemma":[0.9981188,0.001227611,0.0001968886,0.0002696072,0.000009880962,0.0001772231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009926836,0.0006179164,0.001714467,0.0001020393,0.00009331705,0.00002688829,0.001357143,0.01025433,0.3722178,0.01713634,0.00002356244,0.5963569],"study_design_scores_gemma":[0.003633738,0.001130648,0.01579141,0.0002644627,0.00006697282,0.001257697,0.001726821,0.5888598,0.04132261,0.3212762,0.02347867,0.00119098],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1678191,0.0007827131,0.830892,0.0001741074,0.0001471468,0.0001143686,0.000002448299,0.00001216069,0.00005604719],"genre_scores_gemma":[0.4395952,0.0001733528,0.5600713,0.00003476249,0.00007029796,0.000003718744,3.109168e-7,0.000009725519,0.00004134212],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.595166,"threshold_uncertainty_score":0.4551764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1168980728522335,"score_gpt":0.4512062384913892,"score_spread":0.3343081656391557,"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."}}