{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000555434,0.0001682096,0.0001434174,0.00005282194,0.0001208089,0.00006092059,0.000192837,0.00004405719,0.00001687034],"category_scores_gemma":[0.000004085678,0.0001366592,0.00008622929,0.0002486042,0.0000293151,0.00008217666,0.00004638762,0.0003497981,0.0002964563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005258646,"about_ca_system_score_gemma":0.000002981675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001077307,"about_ca_topic_score_gemma":0.000004087621,"domain_scores_codex":[0.9987374,0.0002556347,0.0003168644,0.0002537064,0.0001629776,0.0002734123],"domain_scores_gemma":[0.9994066,0.00006904151,0.00005265441,0.0003964399,0.00001922683,0.00005607859],"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":[0.00001980531,0.00002357062,0.00002342166,0.000004764858,0.000007965247,0.000002672447,0.00007663801,0.9731011,0.01248957,0.009615735,0.000107584,0.004527175],"study_design_scores_gemma":[0.0001090914,0.00004207972,0.001260543,0.00002390145,0.000009619748,0.00001362678,0.00003067333,0.9971028,0.0001660717,0.0009867473,0.00009098245,0.0001638821],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7945574,0.00012952,0.1205016,0.002064723,0.003862565,0.001395065,0.000005047285,0.0008309046,0.0766532],"genre_scores_gemma":[0.9987748,0.0000163584,0.0002715361,0.0002393124,0.0005240774,0.00001004533,0.00002457836,0.00005339093,0.00008590475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2042174,"threshold_uncertainty_score":0.5572799,"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."}}