{"id":"W2140830721","doi":"10.3390/mi4020243","title":"Analysis of Electric Fields inside Microchannels and Single Cell Electrical Lysis with a Microfluidic Device","year":2013,"lang":"en","type":"article","venue":"Micromachines","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Carleton University","funders":"CMC Microsystems; University of Ottawa","keywords":"Microchannel; Microfluidics; Electric field; Lysis; Materials science; Optoelectronics; Mechanics; Nanotechnology; Chemistry; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000678072,0.0002855723,0.0005272016,0.0007557835,0.00006590318,0.00005408338,0.0002019682,0.0002019519,0.00003366512],"category_scores_gemma":[0.00001888562,0.0002235236,0.0001150487,0.001951232,0.00008030998,0.00009539544,0.00006026565,0.0002037988,0.00001164222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003821434,"about_ca_system_score_gemma":0.00001439064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004501636,"about_ca_topic_score_gemma":0.00004008371,"domain_scores_codex":[0.9988653,0.00002653112,0.0003281898,0.0002996129,0.0001082231,0.0003721507],"domain_scores_gemma":[0.9993796,0.00009167627,0.00007059993,0.0003053523,0.00009011374,0.00006264259],"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":[0.000008177703,0.00005742001,0.006110589,0.00005484329,0.0003954773,0.000004978653,0.0001339999,0.00003311192,0.9832918,0.000003560845,0.003591954,0.006314092],"study_design_scores_gemma":[0.000258107,0.0001479059,0.006406751,0.00001893112,0.0006502928,0.00003053756,0.00005231658,0.004130377,0.9873459,0.00005166154,0.0005892867,0.0003179611],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715502,0.0234867,0.004118661,0.00009663135,0.00002469034,0.000162747,0.000008595037,0.0003314491,0.000220393],"genre_scores_gemma":[0.9963613,0.001565203,0.001838247,0.00008574754,0.0000182345,0.000009192267,0.00001682737,0.00003259868,0.00007266673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02481114,"threshold_uncertainty_score":0.911503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006104889124928833,"score_gpt":0.1798629323673627,"score_spread":0.1737580432424339,"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."}}