{"id":"W7133093874","doi":"","title":"Flow Characterization of Jammed Microgels in Straight and Bifurcating Microfluidic Channels in Bioprinting Devices","year":2021,"lang":"","type":"dissertation","venue":"TSpace","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Bifurcation; Flow (mathematics); Microfluidics; Viscosity; Channel (broadcasting); Open-channel flow; Surface finish; Flow conditions; Potential flow","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001937074,0.0001379795,0.0001342805,0.0005036965,0.0002966,0.0003781828,0.0001337622,0.0002634279,0.0008120764],"category_scores_gemma":[0.0003971542,0.0001092253,0.0001157777,0.0003548345,0.0002641326,0.0003067115,0.0001480694,0.0003057772,0.0001639602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003299916,"about_ca_system_score_gemma":0.0002221898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006827394,"about_ca_topic_score_gemma":0.0009111011,"domain_scores_codex":[0.9998912,0.000008963062,0.000006995355,0.0000333212,0.00003450213,0.00002502721],"domain_scores_gemma":[0.9997796,0.00007907828,0.00005382091,0.00001364127,0.00005055554,0.00002328143],"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":[0.00006102507,0.0000290151,0.0008091986,0.00003742078,0.000002353182,0.00003869217,0.0001155609,0.0006845932,0.9924931,0.0002148672,0.00009034545,0.005423752],"study_design_scores_gemma":[0.000006857328,0.00010455,0.008590954,0.00000965514,0.000007254008,0.00003293298,0.00009862125,0.009200116,0.9808111,0.0001452791,0.0009792873,0.00001341467],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837541,0.0004774961,0.01377142,0.000050651,0.00002541082,0.00003791895,0.0002234725,0.0001758955,0.001483641],"genre_scores_gemma":[0.9835128,0.0003935957,0.01348857,0.00005947509,0.000008995577,0.00006568147,0.0002619186,0.00003640417,0.002172471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008120764,"threshold_uncertainty_score":0.00271666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01787767934118384,"score_gpt":0.3138432659358611,"score_spread":0.2959655865946773,"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."}}