{"id":"W2112286411","doi":"10.1109/ultsym.2004.1417783","title":"Real-time monitoring of fabrication process of microfluidic plastic devices using miniature ultrasonic sensors","year":2005,"lang":"en","type":"article","venue":"","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; National Research Council Canada","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Ultrasonic sensor; Fabrication; Microfluidics; Transducer; Rod; Ultrasonic testing; Piezoelectricity; Molding (decorative); Mold; Acoustics; Composite material; Optoelectronics; Nanotechnology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003021176,0.0003918376,0.0002792471,0.0002351139,0.0001200649,0.0003261963,0.0003778904,0.0003250857,0.0004941996],"category_scores_gemma":[0.0007488161,0.0002618011,0.000100934,0.0001496773,0.0003267615,0.0003644375,0.0002201842,0.0003235611,0.0001625244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002413623,"about_ca_system_score_gemma":0.0001390029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000108942,"about_ca_topic_score_gemma":0.0001376976,"domain_scores_codex":[0.9997573,0.00003492936,0.00001147115,0.00007785292,0.0000886465,0.00002974699],"domain_scores_gemma":[0.9996576,0.0001545205,0.00009121223,0.00002402005,0.00005147965,0.00002122527],"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":[0.00003542726,0.00001107034,0.0001588371,0.00003013723,0.000002289651,0.00002066889,0.00001804538,0.0002553357,0.9930461,0.00008560288,0.00006191724,0.006274622],"study_design_scores_gemma":[0.000005159697,0.0001069494,0.0008339434,0.00000217006,0.000004708525,0.00006149229,0.000009155358,0.003318735,0.9946248,0.00002675,0.0009997657,0.000006192877],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8745865,0.002834084,0.1187596,0.0002957823,0.0001756855,0.0001124217,0.0002254236,0.001312619,0.001697989],"genre_scores_gemma":[0.9331883,0.001030202,0.06390779,0.0001010571,0.00003992504,0.00007582686,0.00008702568,0.00003110552,0.001538755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004941996,"threshold_uncertainty_score":0.001751244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007257286513833666,"score_gpt":0.2300184735064857,"score_spread":0.222761186992652,"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."}}