{"id":"W2102337200","doi":"10.1109/biocas.2009.5372076","title":"An electric field array microsystem for Lab-on-chip and biomedical analysis","year":2009,"lang":"en","type":"article","venue":"","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Microsystem; CMOS; Chip; Integrated circuit; Lab-on-a-chip; Computer science; Electronic engineering; Engineering; Electrical engineering; Microfluidics; Materials science; Nanotechnology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001017491,0.0001037798,0.0001751464,0.0002452224,0.00004305194,0.00003211148,0.00009853233,0.0001665904,0.00001023749],"category_scores_gemma":[0.00002652031,0.00007913446,0.00005452714,0.0004228985,0.00001101922,0.00002651787,0.000003962793,0.00008857049,0.000003665177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001483629,"about_ca_system_score_gemma":0.000004580512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008301687,"about_ca_topic_score_gemma":0.00000557552,"domain_scores_codex":[0.9994465,0.000005437473,0.0001318758,0.0001602623,0.00006223607,0.0001937309],"domain_scores_gemma":[0.9996591,0.00006851162,0.0000112369,0.0001983173,0.00001497617,0.00004785963],"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":[0.000008491211,0.00002287519,0.0002150041,0.00001772438,0.0000770249,0.000001845922,0.00002644754,0.000006358987,0.9687898,0.0006470358,0.01079948,0.01938796],"study_design_scores_gemma":[0.0002211906,0.0005295196,0.001149885,0.00001215367,0.000115579,0.000008451188,0.00008668676,0.006502797,0.9845927,0.0005924145,0.005975249,0.0002133311],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8340717,0.0005810459,0.1628814,0.0007527008,0.00006006808,0.0001189182,0.00000547956,0.0008856925,0.0006429361],"genre_scores_gemma":[0.9951062,0.0001267463,0.00438294,0.0002579707,0.00004403464,0.000002006459,0.000008172764,0.000006352567,0.00006558635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1610345,"threshold_uncertainty_score":0.322701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00709437620645779,"score_gpt":0.2237323043912315,"score_spread":0.2166379281847738,"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."}}