{"id":"W4317840188","doi":"10.1021/acsami.2c19354","title":"Facile Microembossing Process for Microchannel Fabrication for Nanocellulose-Paper-Based Microfluidics","year":2023,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Major Basic Research Project of the Natural Science Foundation of the Jiangsu Higher Education Institutions; Jiangsu Science and Technology Department","keywords":"Microfluidics; Materials science; Nanotechnology; Microchannel; Fabrication; Nanocellulose; Coating; Cellulose","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001980331,0.0002316712,0.0002803565,0.00011399,0.0001520974,0.0001691222,0.000169459,0.0001669382,0.00002796856],"category_scores_gemma":[0.00002650211,0.0002256574,0.0000328058,0.0001801327,0.00004317898,0.00007848575,0.00001939449,0.00005139732,0.0000910591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004831669,"about_ca_system_score_gemma":0.00001553688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004278586,"about_ca_topic_score_gemma":0.000001480449,"domain_scores_codex":[0.9988633,0.000007145879,0.0003566913,0.0003046028,0.00008615814,0.0003820385],"domain_scores_gemma":[0.9995531,0.00008394082,0.00006637062,0.0001602178,0.00009416466,0.00004219119],"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":[0.00007642586,0.00001526058,5.268812e-7,0.0007090399,0.00003122124,1.429345e-7,0.0001232503,0.001015437,0.9931978,0.0000655052,0.002870484,0.001894882],"study_design_scores_gemma":[0.0004556623,0.00004845604,0.000006825442,0.00005284783,0.00003939115,6.200539e-7,0.0001795969,0.001024854,0.9941996,0.0009658351,0.002754231,0.0002720627],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986654,0.0001203791,0.01056987,0.0001310791,0.000641106,0.0007784699,0.0003986108,0.0006340362,0.00007243433],"genre_scores_gemma":[0.9982048,0.00003935326,0.0005507442,0.00008336914,0.0002230069,0.0004571897,0.0002089691,0.0000776712,0.0001549293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01155075,"threshold_uncertainty_score":0.9202042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02319467928448836,"score_gpt":0.2541870050898927,"score_spread":0.2309923258054044,"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."}}