{"id":"W2160823818","doi":"10.1007/978-3-540-79224-6_12","title":"Physics-Based Model of Control Valve Stiction","year":2008,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Stiction; Materials science; Nanotechnology; Microelectromechanical systems","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":[0.0002411477,0.0005542704,0.0009200567,0.0005063491,0.0004533823,0.001156302,0.001748524,0.001902989,0.005634426],"category_scores_gemma":[0.0006965579,0.0004715111,0.0007477166,0.0003938899,0.0007863693,0.001162671,0.0006017086,0.001445606,0.001137582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007604963,"about_ca_system_score_gemma":0.0008758164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005732019,"about_ca_topic_score_gemma":0.003945353,"domain_scores_codex":[0.9998196,0.00002606971,0.000007535838,0.00002163257,0.0001100345,0.0000152016],"domain_scores_gemma":[0.9998265,0.00006655657,0.0000134411,0.00001969041,0.00006345169,0.00001042128],"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":[0.00002342139,0.00003223536,0.00007398236,0.00008608063,0.0000177723,0.00009182053,0.00005363777,0.9016728,0.002941074,0.08446826,0.002172338,0.008366488],"study_design_scores_gemma":[0.00000498944,0.00000594104,0.00005116012,0.000003169655,0.000002823225,0.00001355645,0.000002640253,0.9875472,0.0002440766,0.0109254,0.001193332,0.000005747396],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01730133,0.001698871,0.8851569,0.0009674381,0.0008408928,0.00008621423,0.0004691257,0.0007779531,0.09270126],"genre_scores_gemma":[0.8706558,0.001914911,0.04347053,0.0003457966,0.0003551958,0.0002345483,0.0005647476,0.0002972777,0.08216125],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005732019,"threshold_uncertainty_score":0.01884902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03211643520673056,"score_gpt":0.225826786977848,"score_spread":0.1937103517711174,"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."}}