{"id":"W2091952954","doi":"10.1049/mnl.2011.0010","title":"Microfluidic devices for mechanical characterisation of single cells in suspension","year":2011,"lang":"en","type":"article","venue":"Micro & Nano Letters","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microfluidics; Pipette; Nanotechnology; Materials science; Suspension (topology); Microelectromechanical systems; Electroporation; Computer science; Chemistry","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":[0.0001415787,0.000158642,0.0002316383,0.0001794563,0.00002451518,0.00001047705,0.0001715148,0.0001501472,0.00001949859],"category_scores_gemma":[0.000009928754,0.0001546298,0.00007327719,0.0001292179,0.00005915658,0.0000812856,0.0000399243,0.00008000619,0.00001730041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006648298,"about_ca_system_score_gemma":0.000006353011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004259781,"about_ca_topic_score_gemma":0.0000106336,"domain_scores_codex":[0.9991387,0.0000162773,0.0003243491,0.0001910338,0.00006140559,0.0002682976],"domain_scores_gemma":[0.9996578,0.00002943046,0.00006063695,0.000205841,0.00002492743,0.00002135611],"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":[0.00002527722,0.00003752994,0.0001843293,0.00007694196,0.00001111381,0.000004192832,0.000223839,4.721836e-7,0.9858337,0.00001692047,0.01187516,0.0017105],"study_design_scores_gemma":[0.0003108923,0.00005056658,0.0008790112,0.00007328852,0.00001378806,0.000005513541,0.00008358529,0.00001940849,0.991083,0.00002853024,0.007280943,0.0001714943],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947591,0.0009284369,0.003303705,0.0002168541,0.000306685,0.0002415885,0.00001593855,0.0002038614,0.00002380713],"genre_scores_gemma":[0.9932247,0.0002814532,0.006139142,0.000265135,0.0000265259,0.000006689041,0.00001683867,0.00002986949,0.000009652676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005249253,"threshold_uncertainty_score":0.630562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02434693769369469,"score_gpt":0.1930339771636446,"score_spread":0.1686870394699499,"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."}}