{"id":"W4386605572","doi":"10.1038/s41378-023-00585-1","title":"3D free-assembly modular microfluidics inspired by movable type printing","year":2023,"lang":"en","type":"article","venue":"Microsystems & Nanoengineering","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Shanghai Rising-Star Program; National Natural Science Foundation of China","keywords":"Microfluidics; Modular design; Rapid prototyping; 3D printing; Nanotechnology; Computer science; Computer hardware; Engineering; Materials science; Mechanical engineering","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":[0.0002252094,0.0006310567,0.0003946403,0.0005193318,0.0002212931,0.0005302957,0.0007128766,0.000560741,0.001224204],"category_scores_gemma":[0.0002586271,0.0004538856,0.0009443221,0.0002887619,0.0004866827,0.0003805685,0.0007016065,0.0005859313,0.0006221955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002835553,"about_ca_system_score_gemma":0.0002073996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000152421,"about_ca_topic_score_gemma":0.0002300307,"domain_scores_codex":[0.9997548,0.00002355676,0.00001892902,0.0000643003,0.0001030918,0.00003522848],"domain_scores_gemma":[0.9998088,0.00004288018,0.0000622783,0.00005275731,0.00001529477,0.00001798617],"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":[0.00002839773,0.00002137741,0.0001190418,0.0001550407,0.00001801522,0.0001980995,0.00003141355,0.004568869,0.9742448,0.003946282,0.0003747357,0.0162939],"study_design_scores_gemma":[0.00002807425,0.0001943113,0.0007586647,0.00001579692,0.00003403983,0.0006144153,0.000006457607,0.02356289,0.9566303,0.001066756,0.01703708,0.00005127821],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.181813,0.003414164,0.7967362,0.0002984742,0.0006043647,0.0002715229,0.000679155,0.005029134,0.01115395],"genre_scores_gemma":[0.5300737,0.001892955,0.4631617,0.0002149841,0.0000994529,0.0003117145,0.0003885566,0.0001579441,0.00369902],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001224204,"threshold_uncertainty_score":0.004095316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008622171820333813,"score_gpt":0.2069257123930039,"score_spread":0.1983035405726701,"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."}}