{"id":"W4294287410","doi":"10.7554/elife.78823","title":"Viscoelastic properties of suspended cells measured with shear flow deformation cytometry","year":2022,"lang":"en","type":"article","venue":"eLife","topic":"Cellular Mechanics and Interactions","field":"Biochemistry, Genetics and Molecular Biology","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Horizon 2020; Horizon 2020 Framework Programme; Deutsche Forschungsgemeinschaft","keywords":"Viscoelasticity; Materials science; Elasticity (physics); Rheology; Laminar flow; Microfluidics; Viscosity; Viscous liquid; Nanotechnology; Mechanics; Composite material; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002820419,0.0003388363,0.000261915,0.0009105487,0.0003260958,0.0005463575,0.000377069,0.0004490476,0.001471617],"category_scores_gemma":[0.0006265861,0.000163582,0.0001800132,0.000660892,0.0004667949,0.0004907254,0.0003642862,0.0008084141,0.0005116435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000346114,"about_ca_system_score_gemma":0.0002031899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005424499,"about_ca_topic_score_gemma":0.0006295155,"domain_scores_codex":[0.9997824,0.00001818224,0.00001895943,0.00006040252,0.00009894215,0.00002121024],"domain_scores_gemma":[0.999655,0.0001154597,0.000108305,0.00003598624,0.0000549036,0.00003030333],"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":[0.00003786193,0.00003570492,0.001291146,0.00002191243,0.000006510626,0.00002406205,0.00004105819,0.0005832199,0.9936373,0.0001760808,0.0001263825,0.004018695],"study_design_scores_gemma":[0.00002588234,0.0002960137,0.02220965,0.00001655901,0.00002842453,0.0001513565,0.00007151906,0.03030819,0.9444967,0.0007584594,0.001599977,0.00003722492],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8982028,0.0007703273,0.09617501,0.0002455878,0.00007240832,0.0001226621,0.001819065,0.00049116,0.002101058],"genre_scores_gemma":[0.9183472,0.00127272,0.07556176,0.000171717,0.00008066378,0.0003035623,0.001726072,0.00007736857,0.002458849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001471617,"threshold_uncertainty_score":0.004923046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0119067377692123,"score_gpt":0.2026953371556504,"score_spread":0.1907885993864381,"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."}}