{"id":"W4297440921","doi":"10.1051/proc/201444019/pdf","title":"SENSITIVITY ANALYSIS AND UNCERTAINTY QUANTIFICATION FOR ENVIRONMENTAL MODELS ∗, ∗∗, ∗∗∗","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Inuit Tapiriit Kanatami","funders":"Fonds Unique Interministériel; Agence Nationale de la Recherche","keywords":"Sensitivity (control systems); Environmental science; Engineering","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":[0.01339515,0.001362952,0.001411898,0.003128411,0.0006403042,0.002209599,0.001071015,0.001120315,0.001449205],"category_scores_gemma":[0.04309945,0.0008845647,0.002592059,0.001679469,0.002278866,0.002426352,0.003337276,0.002336034,0.0001084178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001774419,"about_ca_system_score_gemma":0.001106135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003299172,"about_ca_topic_score_gemma":0.001643752,"domain_scores_codex":[0.9915159,0.006446135,0.000237332,0.0004891974,0.001051972,0.00025944],"domain_scores_gemma":[0.9525084,0.04314481,0.001421678,0.001642415,0.001018876,0.0002637967],"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":[0.00002274352,0.00001833871,0.0008716812,0.00007115887,0.0001563681,0.00004366312,0.00005320503,0.9234305,0.0006842052,0.0671158,0.0001897371,0.007342571],"study_design_scores_gemma":[0.000001588208,0.00001132565,0.0001678281,0.00001522327,0.00001314007,0.00001117162,0.00001179179,0.9424887,0.0002853796,0.05678239,0.0002026282,0.000008924055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01514303,0.0002244245,0.9827663,0.0002287374,0.00001646279,0.00002884913,0.00007397741,0.00006822747,0.00145002],"genre_scores_gemma":[0.8165052,0.0007316295,0.1806564,0.0001552594,0.00008320876,0.0002779896,0.0002580766,0.0001742544,0.001157961],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01339515,"threshold_uncertainty_score":0.07084113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01283893066119701,"score_gpt":0.214611373995559,"score_spread":0.201772443334362,"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."}}