{"id":"W2118305861","doi":"10.1177/2041297510393801","title":"A conceptual microchannel system design methodology incorporating axiomatic design theory for size-controllable monodispersed microsphere generation by a liquid chopper utilizing a PZT actuator","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Microchannel; Axiomatic design; Controllability; Conceptual design; Actuator; Chopper; Computer science; Design process; Systems design; Probabilistic design; Process (computing); Control engineering; Engineering design process; Mechanical engineering; Materials science; Systems engineering; Engineering; Nanotechnology; Process engineering; Manufacturing engineering; Mathematics; Electrical engineering; Artificial intelligence","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":[0.001134751,0.0006546302,0.0003682038,0.0005154351,0.0005236444,0.0007121185,0.00114349,0.0006828243,0.002058298],"category_scores_gemma":[0.0009065925,0.0003830105,0.0007840369,0.0002432799,0.001169398,0.0008474022,0.0006469579,0.0008623005,0.0004222037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007233253,"about_ca_system_score_gemma":0.001288568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005585835,"about_ca_topic_score_gemma":0.000735165,"domain_scores_codex":[0.9993898,0.0001366736,0.00003959451,0.00009518506,0.0003082182,0.00003062397],"domain_scores_gemma":[0.9996679,0.0001236458,0.00004059687,0.000048854,0.0001032499,0.00001577871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006176146,0.0001134999,0.0004978947,0.0009738186,0.00006519716,0.0002382811,0.0005847193,0.1558712,0.1204988,0.6046925,0.001740596,0.1146616],"study_design_scores_gemma":[0.0001397058,0.000579623,0.0003709914,0.000136135,0.00007596592,0.0005251641,0.0001047018,0.7746704,0.06770201,0.08391396,0.07168505,0.00009641017],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008728667,0.00003842495,0.9980087,0.00003129133,0.00001447,0.00004285468,0.000006358321,0.00005642314,0.0009287645],"genre_scores_gemma":[0.04996081,0.0001366762,0.9483883,0.0000523937,0.00001281427,0.0002987016,0.0000243445,0.000029352,0.001096679],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002058298,"threshold_uncertainty_score":0.006885707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04817062178033946,"score_gpt":0.228225859908017,"score_spread":0.1800552381276776,"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."}}