{"id":"W2910941654","doi":"10.3390/w11010095","title":"Development of an Ice Jam Flood Forecasting System for the Lower Oder River—Requirements for Real-Time Predictions of Water, Ice and Sediment Transport","year":2019,"lang":"en","type":"article","venue":"Water","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"","keywords":"Slush; Flood myth; Dike; Context (archaeology); Sea ice; Environmental science; Hydrology (agriculture); Meteorology; Geology; Geography","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":[0.001346986,0.0005943603,0.0006758319,0.0005640805,0.0006395254,0.001734724,0.001319964,0.0006972854,0.002502579],"category_scores_gemma":[0.003350812,0.000329586,0.0005197654,0.0004196555,0.000174726,0.001639232,0.00117034,0.0008276666,0.001166143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000566694,"about_ca_system_score_gemma":0.00150974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01991756,"about_ca_topic_score_gemma":0.01141902,"domain_scores_codex":[0.9994565,0.00009148342,0.00008932008,0.0001419019,0.0001457627,0.00007511697],"domain_scores_gemma":[0.9989635,0.0002061441,0.00007664417,0.0001584212,0.0004981197,0.00009716528],"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":[0.001203378,0.0003969909,0.07971124,0.0008287912,0.0002354196,0.001442066,0.001824999,0.3547752,0.06084341,0.005222491,0.04538442,0.4481316],"study_design_scores_gemma":[0.00006650837,0.00009143079,0.009344147,0.00007389392,0.00005662781,0.00008879237,0.0004085304,0.9595803,0.008999051,0.001144005,0.02009031,0.00005641226],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2600636,0.0005146235,0.6766919,0.002643266,0.0004605314,0.001097048,0.005760957,0.03915245,0.01361561],"genre_scores_gemma":[0.7958356,0.0004821844,0.1892019,0.0002999252,0.0001036121,0.000642139,0.008983555,0.0004624929,0.003988602],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01991756,"threshold_uncertainty_score":0.03960323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01858206882271601,"score_gpt":0.2059911510808543,"score_spread":0.1874090822581383,"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."}}