{"id":"W3013471695","doi":"","title":"Dimensionality reduction in a hydraulic valve positioning application.","year":2019,"lang":"en","type":"article","venue":"The European Symposium on Artificial Neural Networks","topic":"Robotic Mechanisms and Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Dimensionality reduction; Reduction (mathematics); Computer science; Hydraulic machinery; Artificial intelligence; Mathematics; Engineering; Mechanical engineering","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":[0.0006522354,0.0005176436,0.0006732271,0.0004362094,0.0005731685,0.001010155,0.0005441889,0.001062325,0.00268271],"category_scores_gemma":[0.002908476,0.0002651931,0.0006443559,0.0007175954,0.0003441725,0.0008761291,0.0008645419,0.0010183,0.0009022463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003683871,"about_ca_system_score_gemma":0.0007654349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004393578,"about_ca_topic_score_gemma":0.005649747,"domain_scores_codex":[0.9994571,0.0001691964,0.00004321571,0.0001134938,0.0001688765,0.00004813664],"domain_scores_gemma":[0.9993523,0.0003047342,0.00003588084,0.0001010582,0.000178531,0.00002746596],"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":[0.0004495311,0.0002083368,0.002202691,0.0003952866,0.0001226693,0.0003106818,0.0002885568,0.1874873,0.02744522,0.01085672,0.01775873,0.7524742],"study_design_scores_gemma":[0.00001398983,0.00009857934,0.00187304,0.00001912929,0.00002319935,0.0001381948,0.00007998836,0.9766513,0.009935166,0.006780101,0.004361762,0.00002554549],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07760377,0.002021958,0.9106627,0.001301574,0.0003834182,0.0001211577,0.0005118655,0.001754329,0.005639318],"genre_scores_gemma":[0.5629848,0.001124949,0.425346,0.0003200611,0.0002360536,0.0001702348,0.00107273,0.0002014914,0.008543659],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004393578,"threshold_uncertainty_score":0.008974552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008146857748097373,"score_gpt":0.2006069802086745,"score_spread":0.1924601224605772,"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."}}