{"id":"W4288808774","doi":"10.1016/j.actbio.2022.07.041","title":"Acoustically accelerated neural differentiation of human embryonic stem cells","year":2022,"lang":"en","type":"article","venue":"Acta Biomaterialia","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Basic Research Program of Shaanxi Province; Engineering and Physical Sciences Research Council; Ames Research Center; Swiss Polar Institute; Universität Innsbruck; Univerza v Ljubljani; University of Waikato; Universidad Autónoma de Madrid; Helmholtz-Zentrum Potsdam - Deutsches GeoForschungsZentrum GFZ; Korea Polar Research Institute; H2020 Marie Skłodowska-Curie Actions; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; British Antarctic Survey; Cardiff University; Université de Liège; European Commission; University of Warwick; York University; Northumbria University; National Science Foundation; Aberystwyth University; Université Laval; Jihočeská Univerzita v Českých Budějovicích; Auckland University of Technology, New Zealand; Royal Society; Queen Mary University of London; National Aeronautics and Space Administration; Brigham Young University; Uppsala Universitet; Princeton University; Rhodes University; Colorado State University; International Medical University; Universidade do Porto","keywords":"Embryonic stem cell; SOX2; Stem cell; Neural stem cell; Cell biology; Immunostaining; Cellular differentiation; Progenitor cell; Materials science; Biology; Biomedical engineering; Immunology; Medicine; Genetics; Immunohistochemistry; Gene","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006794,0.0001331987,0.0001814069,0.00009433959,0.0001116413,0.00004003286,0.0002357073,0.00007508153,0.0002916551],"category_scores_gemma":[0.000001872411,0.000126835,0.00003909011,0.0001649153,0.00004378464,0.0000491813,0.0001652652,0.00006464482,0.000006615362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000560989,"about_ca_system_score_gemma":0.000007036396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001653787,"about_ca_topic_score_gemma":8.951316e-7,"domain_scores_codex":[0.9992661,0.00003411081,0.0002340623,0.000139271,0.0001265766,0.0001999062],"domain_scores_gemma":[0.9996611,0.000007536877,0.00005575686,0.0002322773,0.00002118063,0.00002211872],"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":[0.00001042145,0.00002337308,0.00004384071,0.00005059137,0.00002269593,0.000003982421,0.00004650547,0.00002115882,0.9896427,0.00004442954,0.009726903,0.0003633335],"study_design_scores_gemma":[0.0002106909,0.00009003254,0.001137068,0.000006520735,0.00002192706,0.000005402678,0.00009084644,0.001925785,0.9956991,0.00003376807,0.0006346877,0.0001441592],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973099,0.00005587414,0.00009721481,0.00005204247,0.001564925,0.0001098071,0.0000865051,0.0006907457,0.00003294655],"genre_scores_gemma":[0.999698,0.00001490694,0.0000500893,0.00001000924,0.00003263057,0.000007895519,0.00005730389,0.00002498894,0.0001041033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009092216,"threshold_uncertainty_score":0.5172181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02176565916057296,"score_gpt":0.2203875059190654,"score_spread":0.1986218467584924,"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."}}