{"id":"W4389252290","doi":"10.1039/d3lc00323j","title":"High-throughput single-cell assay for precise measurement of the intrinsic mechanical properties and shape characteristics of red blood cells","year":2023,"lang":"en","type":"article","venue":"Lab on a Chip","topic":"Blood properties and coagulation","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health; Shanghai Jiao Tong University; National Natural Science Foundation of China","keywords":"Throughput; Microfluidics; High-throughput screening; Single-cell analysis; Nanotechnology; Cell; Biophysics; Chemistry; Biological system; Materials science; Biomedical engineering; Computer science; Biology; Biochemistry; 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":[0.0004214208,0.0001123116,0.0002999731,0.000039081,0.00004467983,0.000008918663,0.00007667841,0.00007767945,0.00001510659],"category_scores_gemma":[0.0001913303,0.0000666462,0.00007001492,0.0001404929,0.00004814719,0.00002309846,0.00006462556,0.00009185743,0.00000258622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000184122,"about_ca_system_score_gemma":0.00005022121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001499551,"about_ca_topic_score_gemma":0.000005010711,"domain_scores_codex":[0.9989389,0.00006149089,0.0003235888,0.000178977,0.0003533966,0.0001437105],"domain_scores_gemma":[0.9992981,0.00004631937,0.0001567741,0.000265829,0.0001923493,0.00004064281],"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":[0.0007122282,0.0004679675,0.0003400655,0.0006548537,0.00007511095,8.937471e-7,0.0002775284,0.000003105697,0.9834213,0.0002442971,0.000269477,0.01353314],"study_design_scores_gemma":[0.002008347,0.001218088,0.0116619,0.0005692148,0.0002983188,0.000001979038,0.00005277226,0.0007368016,0.9826643,0.0001357244,0.0005662282,0.00008628274],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974711,0.0001511244,0.00001849353,0.001206522,0.0002023854,0.0007868447,0.00002063084,0.00003173852,0.0001111581],"genre_scores_gemma":[0.9989957,0.00005519738,0.0002856131,0.0001299389,0.00009207711,0.00003446511,0.000007187996,0.00002192404,0.0003779642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01344686,"threshold_uncertainty_score":0.2717753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06546152110736295,"score_gpt":0.2238279909867478,"score_spread":0.1583664698793849,"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."}}