{"id":"W2034706208","doi":"10.1021/la1012582","title":"Novel Carboxyl-Amine Bonding Methods for Poly(dimethylsiloxane)-Based Devices","year":2010,"lang":"en","type":"article","venue":"Langmuir","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; University of British Columbia","funders":"","keywords":"Silanes; Contact angle; X-ray photoelectron spectroscopy; Amine gas treating; Surface modification; Polymer chemistry; Carboxylic acid; Chemical engineering; Materials science; Chemical bond; Chemistry; Organic chemistry; Physical chemistry; Composite material; Silane","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":[0.0001981161,0.0001485012,0.0001691385,0.00008238109,0.00009956235,0.00002740126,0.0001837452,0.0001127601,0.00007795201],"category_scores_gemma":[0.00002196408,0.0001426053,0.00007909367,0.0001950467,0.00002574171,0.00003693922,0.00001275632,0.0001698752,0.00001677029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002107229,"about_ca_system_score_gemma":0.00001751637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002892288,"about_ca_topic_score_gemma":0.00001950084,"domain_scores_codex":[0.9993075,0.00001015907,0.0001632353,0.000174461,0.00006190646,0.0002827531],"domain_scores_gemma":[0.9994909,0.0001351157,0.00002684238,0.0002454164,0.00003477603,0.0000669764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003469573,0.00001574319,0.00005646829,0.000047158,0.00002314442,2.031762e-7,0.00003987815,0.000002603347,0.9778613,0.004326202,0.008330096,0.00929367],"study_design_scores_gemma":[0.0002256716,0.00001332907,0.0007383777,0.000003507037,0.00002732616,0.000003816089,0.00001309484,0.003426935,0.4935652,0.0001083916,0.501717,0.0001573469],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1801037,0.02437597,0.7896382,0.0006047637,0.0004744087,0.0005267219,0.00009117232,0.0007147819,0.003470244],"genre_scores_gemma":[0.8163577,0.0002859894,0.1808783,0.000449641,0.0005509299,0.0003843249,0.0001715476,0.0001306829,0.000790912],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6362539,"threshold_uncertainty_score":0.5815275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01281149059260533,"score_gpt":0.2853976074854775,"score_spread":0.2725861168928722,"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."}}