{"id":"W2230703414","doi":"10.1039/c5lc01248a","title":"Deformability based sorting of red blood cells improves diagnostic sensitivity for malaria caused by Plasmodium falciparum","year":2016,"lang":"en","type":"article","venue":"Lab on a Chip","topic":"Digital Imaging for Blood Diseases","field":"Computer Science","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; 3v Geomatics (Canada); University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Grand Challenges Canada; Canadian Blood Services","keywords":"Plasmodium falciparum; Malaria; Sorting; Red blood cell; Plasmodium (life cycle); Sensitivity (control systems); Cell sorting; Biology; Medicine; Immunology; Computer science; Flow cytometry; Parasite hosting; Engineering","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":[0.0004481791,0.0002335059,0.0003009256,0.00007592109,0.00008078665,0.0001171201,0.000427337,0.00006247634,0.000003458705],"category_scores_gemma":[0.001767492,0.0001741238,0.0001754792,0.0001838849,0.0001190635,0.0006031368,0.0001627203,0.00006494622,0.00001342406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003720735,"about_ca_system_score_gemma":0.0001279478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000281522,"about_ca_topic_score_gemma":0.00001289958,"domain_scores_codex":[0.9981707,0.00009600575,0.0003869804,0.0005511041,0.0003015867,0.0004936004],"domain_scores_gemma":[0.996484,0.002161906,0.0002594902,0.0007858613,0.000124151,0.0001846297],"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":[0.0001878884,0.002740075,0.01212128,0.0003839349,0.0001253722,0.00003345494,0.0001197435,0.0001073345,0.9528887,0.008352425,0.002848084,0.02009167],"study_design_scores_gemma":[0.002212551,0.0003666659,0.01486528,0.0001344221,0.00005455204,0.000001960669,0.000005051254,0.009135498,0.9704336,0.002302306,0.0001735335,0.0003145965],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714994,0.00002016158,0.02452282,0.001807372,0.0002777425,0.0006198895,0.000450592,0.0002614123,0.0005406174],"genre_scores_gemma":[0.9959319,7.440092e-7,0.003516113,0.0003330555,0.00002612531,0.00005410772,0.00001209536,0.00002170913,0.0001041104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02443255,"threshold_uncertainty_score":0.7100564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086552469734433,"score_gpt":0.2250818493956499,"score_spread":0.2142163246983055,"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."}}