{"id":"W7042927530","doi":"","title":"Research needs for improved dam safety risk management of internal erosion: (Abstract)","year":2017,"lang":"en","type":"article","venue":"Research Repository (Delft University of Technology)","topic":"Dam Engineering and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Hydro (Canada)","funders":"","keywords":"Internal erosion; Levee; Hydropower; Hydroelectricity; Flood myth; Erosion; Flood control; Embankment dam; Erosion control","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001638643,0.0001363278,0.0002837644,0.001026007,0.0008979804,0.00003396006,0.001672177,0.0002982042,0.000009218536],"category_scores_gemma":[0.000104072,0.0001571374,0.0001290725,0.000401096,0.0008348994,0.0001863101,0.000682558,0.0009841018,0.000007077054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002479385,"about_ca_system_score_gemma":0.00004652917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003382814,"about_ca_topic_score_gemma":0.00001134279,"domain_scores_codex":[0.998453,0.0000418094,0.0002563239,0.0002643731,0.0004318861,0.0005525753],"domain_scores_gemma":[0.9978919,0.0001328744,0.0001030858,0.001243146,0.000520958,0.0001080325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003141993,0.0009846621,0.01304093,0.006624717,0.003562961,0.0006754666,0.001200326,0.02058398,0.6449402,0.05623675,0.01977383,0.2292342],"study_design_scores_gemma":[0.009912786,0.002457536,0.165056,0.003412069,0.0002819035,0.0000725782,0.02148882,0.1413245,0.4064629,0.004876827,0.2431042,0.001549771],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9436604,0.0004588965,0.01106666,0.0002901347,0.0003879746,0.0008385428,0.00008693508,0.0004139361,0.04279653],"genre_scores_gemma":[0.9903755,0.0008899922,0.006058056,2.259161e-7,0.00003662061,0.000003350401,0.000003138715,0.00002506067,0.002608062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2384773,"threshold_uncertainty_score":0.6906629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0254367375169623,"score_gpt":0.2855676153149191,"score_spread":0.2601308777979568,"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."}}