{"id":"W2407233154","doi":"10.1016/j.bios.2016.05.059","title":"Microfluidic integrated acoustic waving for manipulation of cells and molecules","year":2016,"lang":"en","type":"review","venue":"Biosensors and Bioelectronics","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":87,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Microfluidics; Nanotechnology; Biomolecule; Synthetic biology; Lab-on-a-chip; Materials science; Bioinformatics; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001144885,0.000376631,0.0008101645,0.000209552,0.0000534121,0.00002881047,0.0001088709,0.0005068289,0.000002540977],"category_scores_gemma":[0.00002728471,0.0002540361,0.000135687,0.0001525385,0.0001334801,0.00002647812,0.00004578383,0.0001679932,0.000002331148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008060642,"about_ca_system_score_gemma":0.00005033854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004132713,"about_ca_topic_score_gemma":0.000001877022,"domain_scores_codex":[0.9988722,0.00002162701,0.0004123887,0.0002865119,0.00006229754,0.0003449312],"domain_scores_gemma":[0.999493,0.0001102605,0.0001224046,0.0001903045,0.00004630457,0.00003773041],"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":[0.000004688598,0.000007919083,3.28446e-7,0.007318362,0.0001044743,0.000001561072,0.000008284315,1.698723e-7,0.1478369,0.0001748436,0.00352679,0.8410157],"study_design_scores_gemma":[0.0001695657,0.0001620065,4.079723e-7,0.004357758,0.0003806924,0.00004126455,0.00001985236,0.0002864843,0.04596356,0.0001185272,0.9480573,0.000442583],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001042489,0.9944004,0.003564342,0.000009561289,0.0001166247,0.0004630958,0.0001892405,0.0002022201,0.00001200817],"genre_scores_gemma":[0.001409026,0.997592,0.0007587571,0.000003268856,0.00003736785,0.000008808896,0.00005307997,0.00006014766,0.00007749168],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9445305,"threshold_uncertainty_score":0.9999912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0208516716909241,"score_gpt":0.2467141571068927,"score_spread":0.2258624854159686,"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."}}