{"id":"W2541629049","doi":"10.1007/s10404-016-1817-z","title":"Optimization and application of dry film photoresist for rapid fabrication of high-aspect-ratio microfluidic devices","year":2016,"lang":"en","type":"article","venue":"Microfluidics and Nanofluidics","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Fonds de recherche du Québec – Nature et technologies; National Science Foundation","keywords":"Photoresist; Microfluidics; Microfabrication; Fabrication; Aspect ratio (aeronautics); Wafer; Materials science; PDMS stamp; Nanotechnology; Photolithography; Miniaturization; Optoelectronics; Layer (electronics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003154458,0.0002985074,0.0004680539,0.000266452,0.0001213486,0.00002636406,0.0002041889,0.0003080572,0.00001052461],"category_scores_gemma":[0.00009056423,0.0002414484,0.00007946035,0.0003008994,0.0003957214,0.0001632183,0.00006403006,0.00006848438,0.000001566209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005470302,"about_ca_system_score_gemma":0.00004194977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005388368,"about_ca_topic_score_gemma":0.000001861146,"domain_scores_codex":[0.9984502,0.00002866849,0.0006821157,0.0003896318,0.000161741,0.0002876412],"domain_scores_gemma":[0.9988306,0.0001794101,0.0002122464,0.0004020556,0.0003040982,0.00007161457],"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":[0.00003995869,0.00003720075,0.001286777,0.0002983194,0.00005916578,2.621703e-7,0.00007932487,0.000005762533,0.9548951,0.001722979,0.007166177,0.03440902],"study_design_scores_gemma":[0.0008583047,0.0001591239,0.001056312,0.0001267265,0.00008883207,0.000004661966,0.00007629858,0.001911271,0.9789142,0.0004175746,0.0160922,0.0002944877],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3415933,0.07053741,0.5864962,0.0001733147,0.0001570222,0.0005712062,0.0002451416,0.0001959564,0.00003037517],"genre_scores_gemma":[0.8902676,0.1006321,0.008795765,0.00003558862,0.00006136709,0.00004522501,0.00007360965,0.00005406923,0.00003473975],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5777005,"threshold_uncertainty_score":0.984598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006201968190618155,"score_gpt":0.191709826825685,"score_spread":0.1855078586350669,"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."}}