{"id":"W4391560399","doi":"","title":"Data assimilation to quantify and reduce uncertainty in ecohydrology modelling","year":2023,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Ecohydrology; Data assimilation; Assimilation (phonology); Computer science; Environmental science; Ecosystem; Meteorology; Physics; Ecology","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":[0.001301317,0.0004232643,0.0004008055,0.000491322,0.0003574958,0.001048806,0.0004639894,0.0007780285,0.0008455637],"category_scores_gemma":[0.004662345,0.0004110207,0.000501772,0.000635597,0.0005213167,0.001488979,0.0009052934,0.00121471,0.0001456806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006677312,"about_ca_system_score_gemma":0.0008622441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01343684,"about_ca_topic_score_gemma":0.009396682,"domain_scores_codex":[0.9997358,0.00007558212,0.00002244321,0.00005367917,0.0000879451,0.00002458458],"domain_scores_gemma":[0.9985998,0.0007262764,0.00009563345,0.0001867664,0.0003480215,0.0000435068],"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":[0.0001280655,0.0001748933,0.005799154,0.00009365534,0.000126068,0.00005029947,0.0001968226,0.8059634,0.02142289,0.009919584,0.002314226,0.1538109],"study_design_scores_gemma":[0.000005605082,0.000006746771,0.0007855668,0.000004256045,0.000005778712,0.000002975026,0.000008654117,0.9927651,0.002945172,0.002861283,0.0006020046,0.000006888775],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3072128,0.001039971,0.679997,0.002072587,0.0004852346,0.00008404812,0.000645616,0.001379074,0.007083632],"genre_scores_gemma":[0.9013175,0.000338714,0.09595125,0.0002180598,0.00009901403,0.00005019218,0.0004197619,0.0001826426,0.001422791],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01343684,"threshold_uncertainty_score":0.02671725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04170527684921783,"score_gpt":0.2633496131277434,"score_spread":0.2216443362785255,"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."}}