{"id":"W2057621199","doi":"10.1109/memsys.2010.5442395","title":"A fast and simple method to fabricate circular microchannels in polydimethylsiloxane (PDMS)","year":2010,"lang":"en","type":"article","venue":"","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Polydimethylsiloxane; Coating; Materials science; Surface tension; Composite material; Layer (electronics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006115329,0.0007299898,0.0004031278,0.0005839986,0.0004138103,0.0003422432,0.0006435678,0.0005287109,0.001335643],"category_scores_gemma":[0.0005645351,0.0005309532,0.0004933715,0.0002199989,0.0003899619,0.0004271306,0.0006202615,0.001077024,0.0014716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002081016,"about_ca_system_score_gemma":0.0005348914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000317464,"about_ca_topic_score_gemma":0.0009643253,"domain_scores_codex":[0.9995304,0.00004619611,0.00003573798,0.0001231531,0.0002161447,0.00004839427],"domain_scores_gemma":[0.9994186,0.0001994392,0.0001080253,0.0001161033,0.00008777788,0.00007003864],"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":[0.00001959283,0.0000272094,0.0000965385,0.0001676744,0.00001000352,0.00004622736,0.00003094013,0.00009809842,0.982861,0.0004188857,0.0005529884,0.01567079],"study_design_scores_gemma":[0.00001821871,0.0002792473,0.001306436,0.00001338262,0.00001829211,0.0009493471,0.00001330644,0.001217237,0.9722975,0.0001917354,0.02365029,0.00004487622],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.115061,0.008263148,0.8643329,0.0006037123,0.0008350491,0.00109572,0.0009249831,0.003628177,0.005255436],"genre_scores_gemma":[0.2162299,0.002913449,0.7722293,0.0002979539,0.0001171302,0.0008138327,0.0007309976,0.0001644201,0.006502971],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001335643,"threshold_uncertainty_score":0.004468203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004845088210644027,"score_gpt":0.2274013952160065,"score_spread":0.2225563070053625,"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."}}