{"id":"W2161661749","doi":"10.1109/icmens.2004.1509016","title":"Finite Element Modeling of a Hydrogel Micro-Valve for Fluid Control inside Microfluidic Channels","year":2006,"lang":"en","type":"article","venue":"","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Microfluidics; Finite element method; Materials science; Fluid dynamics; Mechanics; Mechanical engineering; Nanotechnology; Engineering; Physics; Structural 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":[0.0004454041,0.0003859692,0.0004929721,0.0003052756,0.00043869,0.0006922062,0.001077893,0.001550572,0.001932804],"category_scores_gemma":[0.0005442358,0.0004452768,0.0006594732,0.0001570755,0.0004914855,0.000415451,0.0003894214,0.0004812429,0.0003883215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006617523,"about_ca_system_score_gemma":0.00116247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003376906,"about_ca_topic_score_gemma":0.002061319,"domain_scores_codex":[0.9997359,0.00004922014,0.00001509758,0.00005132553,0.0001244647,0.0000240116],"domain_scores_gemma":[0.9998161,0.00008656243,0.00002118227,0.00002082116,0.00004123093,0.00001400912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000532201,0.00005324392,0.0003653997,0.00008727843,0.00001325165,0.0001114177,0.000141481,0.9341508,0.04746696,0.008502631,0.0002573364,0.008796968],"study_design_scores_gemma":[0.000005960835,0.00001980326,0.00008278457,0.000006838734,0.000003585796,0.00002031918,0.000008894162,0.9926082,0.005945969,0.0002954026,0.000995356,0.00000683968],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06466,0.0002121843,0.9245175,0.0002584957,0.00007353832,0.0001315195,0.0002195267,0.0004520205,0.009475312],"genre_scores_gemma":[0.7342797,0.0003973689,0.2468454,0.00007629105,0.00002272994,0.0005909438,0.0002252048,0.0001114282,0.01745096],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003376906,"threshold_uncertainty_score":0.006714463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0246746569923798,"score_gpt":0.2465810013231996,"score_spread":0.2219063443308198,"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."}}