{"id":"W2046914477","doi":"10.1039/c2lc40357a","title":"Microfluidic cell volume sensor with tunable sensitivity","year":2012,"lang":"en","type":"article","venue":"Lab on a Chip","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polydimethylsiloxane; Microfluidics; Volume (thermodynamics); Sensitivity (control systems); Fabrication; Materials science; Nanotechnology; Electronic engineering; Engineering","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":[0.001030536,0.0007718318,0.0007014615,0.0006118421,0.0003111775,0.0007626543,0.001592212,0.001126598,0.0004990092],"category_scores_gemma":[0.001165008,0.0004918482,0.0003853595,0.0003848431,0.0006986827,0.0007412342,0.0007328375,0.0008291067,0.0004884083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006078288,"about_ca_system_score_gemma":0.0005200491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003530995,"about_ca_topic_score_gemma":0.000486895,"domain_scores_codex":[0.9984682,0.0001567279,0.00008571241,0.0003795828,0.0008080445,0.0001017177],"domain_scores_gemma":[0.9991503,0.0003315612,0.0001672835,0.00006752166,0.000194669,0.00008882117],"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":[0.00003576881,0.00002123539,0.0002246453,0.00006395445,0.00000895984,0.00003783748,0.00001795169,0.0003591386,0.9947967,0.000271868,0.0001338403,0.004028015],"study_design_scores_gemma":[0.000008970951,0.00009542659,0.0002911728,0.00000345067,0.00001335198,0.0001207656,0.000004238927,0.002697128,0.9952034,0.0000445788,0.001499709,0.00001774824],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6070302,0.01480974,0.3649894,0.001688831,0.001209057,0.0005392064,0.001863864,0.002944973,0.004924748],"genre_scores_gemma":[0.6935058,0.003327667,0.2977492,0.0008785643,0.000310565,0.0003510391,0.0007268958,0.00007139296,0.003078843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001592212,"threshold_uncertainty_score":0.00545007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005659399357591618,"score_gpt":0.1781516621795617,"score_spread":0.1724922628219701,"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."}}