{"id":"W2069190793","doi":"10.1109/jmems.2012.2219293","title":"Size-Controllable Monodispersed Microsphere Generation by Liquid Chopper Utilizing PZT Actuator","year":2012,"lang":"en","type":"article","venue":"Journal of Microelectromechanical Systems","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Materials science; Chopper; Microfluidics; Actuator; Microsphere; Sphericity; Volumetric flow rate; Nanotechnology; Voltage; Composite material; Electrical engineering; Mechanics; Chemical engineering; 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":[0.000174528,0.0002962101,0.0001986257,0.0002124358,0.0001485762,0.0001854875,0.0003095365,0.0002573784,0.0005486683],"category_scores_gemma":[0.0002066673,0.0002015477,0.0001795619,0.0001327848,0.0002184171,0.0003682607,0.000254995,0.0003186399,0.0001996237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001740546,"about_ca_system_score_gemma":0.0001992323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001998669,"about_ca_topic_score_gemma":0.0003847998,"domain_scores_codex":[0.9998913,0.000008100991,0.000008550144,0.00003775355,0.00004033488,0.00001396812],"domain_scores_gemma":[0.999874,0.00004195124,0.00003880473,0.000008343775,0.00002142081,0.00001539586],"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":[0.0000105419,0.000003432526,0.0000288695,0.00002667442,9.61666e-7,0.00003071929,0.00001165959,0.00005932908,0.9977285,0.00008815777,0.00003029135,0.001980918],"study_design_scores_gemma":[0.000008178445,0.00005924711,0.000202846,0.000001281692,0.000004128204,0.00007902211,0.000004424319,0.001200479,0.9972665,0.00003566227,0.001133337,0.000004741263],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7461567,0.002731748,0.246472,0.0003728737,0.0001499627,0.0001829778,0.0002784008,0.001034788,0.00262049],"genre_scores_gemma":[0.8680891,0.001200181,0.128486,0.0001147413,0.00005314183,0.0001096035,0.0001288659,0.00007751946,0.001740731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005486683,"threshold_uncertainty_score":0.001835465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01158719850670366,"score_gpt":0.2227456306440438,"score_spread":0.2111584321373402,"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."}}