{"id":"W4381486281","doi":"10.1088/1361-6439/ace05d","title":"Xurography as a tool for fabrication of microfluidic devices","year":2023,"lang":"en","type":"article","venue":"Journal of Micromechanics and Microengineering","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Global Water Futures; Ontario Research Foundation","keywords":"Fabrication; Microfluidics; Photolithography; Nanotechnology; Materials science; Soft lithography; Lithography; Rapid prototyping; Adhesive; PDMS stamp; Plotter; Computer science; Optoelectronics; Layer (electronics); 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":[],"consensus_categories":[],"category_scores_codex":[0.0002595883,0.0001448584,0.0002693087,0.0003945634,0.00004306898,0.00002282098,0.0001583827,0.00007191634,0.000006310192],"category_scores_gemma":[0.00002009401,0.0001461882,0.0001452801,0.0004626513,0.00001361206,0.00008016857,0.00002223842,0.0001094584,0.000003517934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002575602,"about_ca_system_score_gemma":0.00002318671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001252034,"about_ca_topic_score_gemma":1.120378e-7,"domain_scores_codex":[0.9991106,0.00000606715,0.0004659593,0.0001019684,0.00008907235,0.0002263134],"domain_scores_gemma":[0.9994789,0.00004797319,0.0001211876,0.0001232569,0.0001675533,0.00006106962],"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":[0.000009746546,0.00001056841,0.00001769965,0.0002097232,0.00009464271,0.000001598339,0.0001019793,0.00005058954,0.9777033,0.0008081422,0.01798704,0.003004988],"study_design_scores_gemma":[0.0004635393,0.0001512006,0.0002399666,0.000107288,0.00008458298,0.000130482,0.0001170294,0.001517449,0.8898556,0.000541074,0.1066018,0.0001898983],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8764076,0.07422829,0.04883085,0.0000459188,0.000200799,0.000186344,0.00002539191,0.00006462682,0.0000102451],"genre_scores_gemma":[0.8175071,0.1807774,0.001465728,0.00002744365,0.0001065009,0.00001806823,0.00001402871,0.00005640292,0.00002732082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1065491,"threshold_uncertainty_score":0.5961382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006140314586012443,"score_gpt":0.2063596760359392,"score_spread":0.2002193614499267,"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."}}