{"id":"W2028106989","doi":"10.1007/s10544-014-9842-8","title":"Microfluidic direct writer with integrated declogging mechanism for fabricating cell-laden hydrogel constructs","year":2014,"lang":"en","type":"article","venue":"Biomedical Microdevices","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":72,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University and Génome Québec Innovation Centre","funders":"Canadian Institutes of Health Research","keywords":"Microfluidics; Fabrication; Self-healing hydrogels; Materials science; Nanotechnology; Fiber; Capillary action; Biomedical engineering; Layer (electronics); Tissue engineering; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008215586,0.0003629404,0.0004540753,0.000307444,0.0001750957,0.000131813,0.0006979025,0.0002885735,0.0001006766],"category_scores_gemma":[0.0004268617,0.0002817486,0.00009492866,0.0006212033,0.0004428898,0.0001033494,0.0001327362,0.0004234548,0.000109851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001099079,"about_ca_system_score_gemma":0.0001072024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009358407,"about_ca_topic_score_gemma":0.000007485331,"domain_scores_codex":[0.9974259,0.00007076974,0.0005098305,0.0005547955,0.0005257405,0.0009129826],"domain_scores_gemma":[0.9980731,0.0008001096,0.0000879177,0.0004190228,0.000167511,0.0004523614],"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":[0.00003164654,0.00007829298,0.0004325697,0.001007683,0.0001392308,0.00001178308,0.0001943425,0.000002842023,0.9348319,0.001024917,0.0148535,0.0473913],"study_design_scores_gemma":[0.0020127,0.0003168765,0.000141244,0.0007210716,0.00008733727,0.00006466739,0.0002068838,0.03235971,0.5870309,0.0009716406,0.3752077,0.0008793157],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6897433,0.003589153,0.2956046,0.001067706,0.0008316837,0.001180306,0.0001653216,0.001620157,0.006197736],"genre_scores_gemma":[0.9717423,0.0002314534,0.02687698,0.0004017071,0.000287523,0.0001094683,0.00009699985,0.000107134,0.0001464785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3603542,"threshold_uncertainty_score":0.9999635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009030213198485506,"score_gpt":0.2286497148756182,"score_spread":0.2196195016771327,"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."}}