{"id":"W2484066867","doi":"10.2495/safe-v6-n2-122-131","title":"Real-time monitoring and forecasting of dike strength","year":2016,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Dam Engineering and Safety","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Deltares","keywords":"Dike; Geology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002674271,0.0001345781,0.0002458258,0.0001815452,0.00001601333,0.00001814544,0.0001418204,0.00005898872,0.000009906938],"category_scores_gemma":[0.0001173272,0.0001086893,0.00005995298,0.00005568979,0.00002356164,0.0002669613,0.00004307247,0.0001356101,5.99682e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005671674,"about_ca_system_score_gemma":0.000008986808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004708188,"about_ca_topic_score_gemma":3.168761e-7,"domain_scores_codex":[0.9990545,0.000007207262,0.0004820328,0.00007806433,0.0002343562,0.000143851],"domain_scores_gemma":[0.9993883,0.0002353101,0.00009216007,0.00006301571,0.0001251711,0.00009600453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004160152,0.00008710755,0.00880692,0.0006033681,0.001575859,0.0002010889,0.003015245,0.2115033,0.5687787,0.006365055,0.00008218604,0.1985652],"study_design_scores_gemma":[0.01079325,0.000642408,0.136739,0.00980447,0.0002423813,0.002559372,0.0005373026,0.6613198,0.1570994,0.001688674,0.01619202,0.002381898],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900298,0.0005816384,0.007879641,0.00009220368,0.0008379172,0.00003183883,0.00003264437,0.00006185234,0.000452517],"genre_scores_gemma":[0.9937203,0.003539499,0.002400218,8.61728e-7,0.0003012951,4.984262e-7,8.58662e-7,0.00002154502,0.00001494395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4498165,"threshold_uncertainty_score":0.4432221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006104692785968033,"score_gpt":0.1998109403963782,"score_spread":0.1937062476104102,"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."}}