{"id":"W2012416957","doi":"10.1039/c1lc20473d","title":"Classification of cell types using a microfluidic device for mechanical and electrical measurement on single cells","year":2011,"lang":"en","type":"article","venue":"Lab on a Chip","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":193,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Microfluidics; Nanotechnology; Materials science; Biomedical engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001500092,0.0001153017,0.0001447766,0.00008168658,0.00003195386,0.000007946611,0.00008144335,0.0001259759,0.000004173177],"category_scores_gemma":[0.0000320197,0.0001004743,0.00003455101,0.0001088349,0.00002738925,0.00001688395,0.00001412685,0.00009349007,0.000005783344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007132746,"about_ca_system_score_gemma":0.00001256385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007058389,"about_ca_topic_score_gemma":0.000001451412,"domain_scores_codex":[0.9993877,0.00001569401,0.0001634615,0.0001586981,0.0001102063,0.0001642789],"domain_scores_gemma":[0.9996916,0.00003345361,0.00003758751,0.0001620364,0.00004674937,0.00002858058],"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":[0.00004670016,0.00009294232,0.00001546877,0.00005485952,0.00001148755,5.071801e-7,0.0000528257,9.811146e-7,0.9954099,0.0008105604,0.0008762399,0.002627537],"study_design_scores_gemma":[0.0002395278,0.0002845771,0.0001831563,0.00005261051,0.0000275987,0.000001573547,0.00002443342,0.001788484,0.9957348,0.0003142709,0.001237585,0.0001113453],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913504,0.001339666,0.006128767,0.00002287802,0.0001048466,0.0002209302,0.000006856764,0.0001923512,0.0006333183],"genre_scores_gemma":[0.9942542,0.0001846394,0.005469766,0.0000394823,0.00001839295,0.000003774653,0.000001359951,0.0000201294,0.00000819515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002903875,"threshold_uncertainty_score":0.4097222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08753251492057225,"score_gpt":0.227526680251057,"score_spread":0.1399941653304847,"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."}}