{"id":"W2113125151","doi":"10.24908/pceea.v0i0.3981","title":"DESIGN AND TEST OF PNEUMATIC SYSTEMS FOR PRODUCTION AUTOMATION","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Mechatronics Education and Applications","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Automation; Production (economics); Test (biology); Manufacturing engineering; Engineering; Automatic test equipment; Solenoid valve; Automotive engineering; Computer science; Control engineering; Mechanical engineering; Reliability engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001504484,0.0005772471,0.000371916,0.0005053968,0.0003316057,0.0008865712,0.0009014696,0.0009094731,0.002368712],"category_scores_gemma":[0.002408886,0.0003106961,0.0002875543,0.0002885511,0.0008190306,0.0007537237,0.0005899019,0.0005055884,0.0005133971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003723149,"about_ca_system_score_gemma":0.0005726516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002167531,"about_ca_topic_score_gemma":0.0002162814,"domain_scores_codex":[0.9975014,0.0005011534,0.0001052862,0.0002273139,0.001552836,0.000112036],"domain_scores_gemma":[0.9989619,0.0003624323,0.0001596473,0.0001896161,0.0002685872,0.00005781536],"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":[0.0004566366,0.0002350676,0.002056571,0.001638772,0.0001013105,0.0004038381,0.0004065871,0.06669389,0.6080388,0.03362692,0.002237905,0.2841036],"study_design_scores_gemma":[0.000394538,0.009418935,0.01089438,0.0002920353,0.0001351637,0.001555475,0.0001908444,0.2001426,0.6403471,0.01626229,0.1202115,0.000155226],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1026835,0.005588263,0.8592738,0.0004476513,0.0004718205,0.0007961122,0.0001574178,0.00159517,0.02898625],"genre_scores_gemma":[0.784708,0.001370552,0.2071279,0.0001690631,0.0001200884,0.0004364557,0.0002160858,0.0001178696,0.005734069],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002368712,"threshold_uncertainty_score":0.007956564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01395564151800428,"score_gpt":0.1929852925177619,"score_spread":0.1790296509997577,"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."}}