{"id":"W3154994075","doi":"10.3390/app11083699","title":"Non-Deterministic Methods and Surrogates in the Design of Rockfill Dams","year":2021,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Dam Engineering and Safety","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Particle swarm optimization; Mathematical optimization; Computer science; Process (computing); Differential evolution; Representation (politics); Algorithm; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007946038,0.00006171422,0.0001030882,0.00003633603,0.00003802656,0.00002478365,0.0001472026,0.00002217866,0.000004551961],"category_scores_gemma":[0.00002880632,0.00004324166,0.0000104086,0.0003279135,0.00008539094,0.00002956598,0.00001940753,0.00005810897,0.000001512628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003953671,"about_ca_system_score_gemma":0.00001529894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003226645,"about_ca_topic_score_gemma":0.000003253734,"domain_scores_codex":[0.9995461,0.00002193903,0.000109456,0.0001065642,0.00009143876,0.0001245419],"domain_scores_gemma":[0.9995057,0.0003631337,0.000009791996,0.00009788694,0.000006457359,0.00001705145],"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":[0.000004448646,0.00003463876,0.0007420647,0.0001601493,0.00001916541,0.00001449131,0.004788083,0.7036481,0.241381,0.009319943,0.0001749961,0.03971298],"study_design_scores_gemma":[0.0003948073,0.00007248135,0.02014578,0.00006019063,0.00002278442,0.0000367247,0.003404917,0.8225477,0.1457632,0.006244102,0.0009148477,0.0003924507],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5276991,0.001076945,0.4239445,0.0001146783,0.0003675258,0.0002950151,0.000005377338,0.0001249941,0.04637189],"genre_scores_gemma":[0.9591436,0.00003894417,0.0407724,0.00001308095,0.000009229587,0.00001063982,4.545168e-7,0.000003810155,0.000007776179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4314446,"threshold_uncertainty_score":0.1763344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02735365962066418,"score_gpt":0.2975756385480201,"score_spread":0.2702219789273559,"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."}}