{"id":"W2042256907","doi":"10.1115/icmm2005-75063","title":"An Integrated PDMS Microfluidic Device for Dielectrophoretic Separation of Malignant Cells","year":2005,"lang":"en","type":"article","venue":"","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Dielectrophoresis; Microfluidics; Materials science; Microelectrode; Polystyrene; Electrode; Fabrication; Nanotechnology; Polydimethylsiloxane; Planar; Optoelectronics; Chemistry; Polymer; Computer science","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":[0.00008396339,0.0001351008,0.0001692306,0.00008794104,0.00002946679,0.00001603351,0.0001379392,0.000130822,0.0000341137],"category_scores_gemma":[0.00000798827,0.0001080683,0.0000458209,0.0001499699,0.00004699546,0.00006929181,0.000009906804,0.00006896829,0.00001809429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005047159,"about_ca_system_score_gemma":0.00001691257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001978533,"about_ca_topic_score_gemma":0.00001171921,"domain_scores_codex":[0.9993432,0.000008981719,0.0002339274,0.0001421277,0.00005661196,0.0002151565],"domain_scores_gemma":[0.9996431,0.00002155783,0.00002589267,0.0002129425,0.00006840951,0.00002807328],"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":[0.00001133027,0.00002627174,0.00000843104,0.00002978773,0.00001405155,3.656563e-7,0.00004794168,0.00009129087,0.9633852,0.0002784473,0.02340783,0.01269906],"study_design_scores_gemma":[0.0001462405,0.000154493,0.00001087209,0.00001718761,0.00001713407,0.000003612919,0.0001011266,0.01649169,0.9477378,0.0000650633,0.03511676,0.0001379925],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8581966,0.003207279,0.1371195,0.0001026496,0.00009814608,0.0002649719,0.00001937243,0.0007080202,0.0002835148],"genre_scores_gemma":[0.9813629,0.001469114,0.01689543,0.00004048347,0.00003354685,0.000008136878,0.00002797245,0.00002235767,0.0001400196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1231664,"threshold_uncertainty_score":0.4406898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028055794085066,"score_gpt":0.240965861409436,"score_spread":0.2306853034685853,"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."}}