{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001390097,0.0002565166,0.0001361217,0.0001695628,0.00007474588,0.0001207065,0.0001208738,0.0001605928,0.001344394],"category_scores_gemma":[0.0001627935,0.00008616696,0.0002064311,0.0001125208,0.0001304208,0.0001081055,0.0002484323,0.0002951324,0.000329341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009346963,"about_ca_system_score_gemma":0.0001363429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002187487,"about_ca_topic_score_gemma":0.0004445831,"domain_scores_codex":[0.9998528,0.00001553823,0.00001725697,0.00003351892,0.00006888539,0.00001193846],"domain_scores_gemma":[0.9999287,0.00001623963,0.00001681234,0.000009991272,0.00001947728,0.000008868397],"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":[0.00002234402,0.000009771158,0.0001154689,0.00004887495,0.000001976383,0.00002118683,0.000008738185,0.00006776645,0.996455,0.00004447603,0.00003590752,0.003168465],"study_design_scores_gemma":[0.000006220295,0.0001706194,0.001732928,0.000004594158,0.000009488979,0.00007430281,0.00001000276,0.0003993648,0.9953007,0.00002386257,0.002265321,0.000002705432],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556181,0.00349192,0.03505059,0.0001634027,0.0002233433,0.0001464611,0.0004851751,0.0002964722,0.004524474],"genre_scores_gemma":[0.9639976,0.002393381,0.02605403,0.0001268719,0.00004929142,0.000154626,0.0006105386,0.00005099101,0.006562713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001344394,"threshold_uncertainty_score":0.004497409,"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."}}