{"id":"W2262013534","doi":"10.1088/1758-5090/8/1/015008","title":"Investigation of the hydrodynamic response of cells in drop on demand piezoelectric inkjet nozzles","year":2016,"lang":"en","type":"article","venue":"Biofabrication","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Nozzle; Suspension (topology); Drop (telecommunication); Piezoelectricity; Rheology; Reflection (computer programming); Inkjet printing; Biofabrication; Nanotechnology; Biomedical engineering; Composite material; Computer science; Mechanical engineering; Inkwell; Tissue engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002267649,0.0001385797,0.0003174964,0.0001307062,0.0001878707,0.0004924255,0.00027815,0.0003886928,0.0007048398],"category_scores_gemma":[0.0005173804,0.0001482666,0.0001602421,0.0001981657,0.0002914684,0.0003630418,0.0002136715,0.0004090828,0.0001878119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003872418,"about_ca_system_score_gemma":0.0002066815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004705767,"about_ca_topic_score_gemma":0.0004424147,"domain_scores_codex":[0.9997324,0.00001612583,0.00001719519,0.00006014481,0.0001317098,0.0000424844],"domain_scores_gemma":[0.9995859,0.0001878885,0.00008285371,0.00002251091,0.00008173832,0.00003917885],"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":[0.00002158553,0.00001124951,0.0002959217,0.00001765285,0.000001643221,0.00006573545,0.00004916324,0.0001824611,0.9982136,0.00004104782,0.00002132649,0.001078586],"study_design_scores_gemma":[0.00001111071,0.0001543699,0.003881493,0.0000024542,0.000005220131,0.00008533113,0.00006027954,0.006182882,0.9889142,0.00003632138,0.000657168,0.000009266093],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922218,0.0002612857,0.006702854,0.00005372764,0.00002591885,0.00002269216,0.0000877187,0.00006561763,0.0005584087],"genre_scores_gemma":[0.9905496,0.0002969021,0.007649396,0.00006405949,0.00001265888,0.00002819912,0.0001543022,0.00002379251,0.001221076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007048398,"threshold_uncertainty_score":0.002809584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01348800158634818,"score_gpt":0.2309162493478532,"score_spread":0.217428247761505,"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."}}