{"id":"W2168683666","doi":"10.1149/1.3687433","title":"Fabrication Process for Electromagnetic Actuators Compatible with Polymer Based Microfluidic Devices","year":2012,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Polydimethylsiloxane; Materials science; Soft lithography; Microactuator; Fabrication; Photolithography; Actuator; Magnet; Nanotechnology; Microfluidics; Lithography; Polymer; Membrane; Microfabrication; Optoelectronics; Composite material; Mechanical engineering; Electrical 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":[0.0001417186,0.0003903273,0.0001722564,0.0002193067,0.0003645511,0.0002078447,0.0003465186,0.0002341639,0.002354297],"category_scores_gemma":[0.0002183828,0.0003146098,0.0001740267,0.0001769414,0.0001506721,0.0002212874,0.000270425,0.0006409993,0.001319747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001990795,"about_ca_system_score_gemma":0.0003162159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002483513,"about_ca_topic_score_gemma":0.000544254,"domain_scores_codex":[0.9998709,0.000006939491,0.00001099421,0.00002907207,0.00006172592,0.0000203106],"domain_scores_gemma":[0.9999254,0.00002362646,0.00001929062,0.00001066446,0.00001233873,0.000008583107],"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":[0.000009076207,0.00001188978,0.00005099467,0.00005333396,0.000002165739,0.00005141497,0.0000156532,0.0001407969,0.9954979,0.0005507952,0.0001405586,0.003475514],"study_design_scores_gemma":[0.000007966027,0.0000425,0.000468568,0.000005567275,0.000004445859,0.0001456284,0.000006678348,0.00105343,0.9857078,0.0001463211,0.01240531,0.000005679733],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4789245,0.002507513,0.4912733,0.0006082267,0.0005269866,0.0009759709,0.001325595,0.002272669,0.02158518],"genre_scores_gemma":[0.5271307,0.001722194,0.4572513,0.0002023674,0.00007456767,0.001034021,0.0009107458,0.0002227286,0.01145135],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002354297,"threshold_uncertainty_score":0.007875919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008862045271169551,"score_gpt":0.2185208826652809,"score_spread":0.2096588373941113,"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."}}