{"id":"W2981536461","doi":"10.1002/bit.27211","title":"Manipulation of micro‐ and nanoparticles in viscoelastic fluid flows within microfluid systems","year":2019,"lang":"en","type":"review","venue":"Biotechnology and Bioengineering","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microfluidics; Nanotechnology; Microchannel; Biological fluids; Sorting; Viscoelasticity; Particle (ecology); Nanoparticle; Computer science; Materials science; Biochemical engineering; Chemistry; Engineering; Biology; Chromatography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002398759,0.0007280792,0.0006788313,0.001461158,0.0001841556,0.0005905855,0.0004231129,0.0007812901,0.0008193158],"category_scores_gemma":[0.0001915792,0.000275302,0.0003413502,0.0009925758,0.0002838187,0.000876182,0.0004593534,0.0007109749,0.0009588599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003085492,"about_ca_system_score_gemma":0.0003055297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003035519,"about_ca_topic_score_gemma":0.0004813319,"domain_scores_codex":[0.9998975,0.00001382884,0.000008861079,0.00002153321,0.00004560338,0.00001272185],"domain_scores_gemma":[0.9999502,0.00002369081,0.00001022679,0.00000206593,0.000009766841,0.00000407021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004822749,0.0001031448,0.0001543571,0.02013259,0.00008137027,0.00036008,0.0001297083,0.001346639,0.09971189,0.01417769,0.007477354,0.856277],"study_design_scores_gemma":[0.00001481745,0.0002461546,0.0008754561,0.002092404,0.00009760474,0.00169988,0.00009271353,0.001357038,0.05736862,0.003819203,0.9322744,0.00006175463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001698896,0.9926236,0.002292858,0.0001956245,0.0001719552,0.00001746344,0.00002666491,0.00002802069,0.002944964],"genre_scores_gemma":[0.007370612,0.9886131,0.00182503,0.0001479136,0.0001034937,0.00003213437,0.00003760358,0.000003954863,0.001865999],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001461158,"threshold_uncertainty_score":0.00274092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02780447637299582,"score_gpt":0.2347631423271826,"score_spread":0.2069586659541868,"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."}}