{"id":"W2008933524","doi":"10.1039/c1lc20714h","title":"3D thermoplastic elastomer microfluidic devices for biological probe immobilization","year":2011,"lang":"en","type":"article","venue":"Lab on a Chip","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"Strong","keywords":"Microfluidics; Elastomer; Thermoplastic elastomer; Nanotechnology; Materials science; Thermoplastic; Polymer; Composite material; Copolymer","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":[0.00006846466,0.0001453969,0.000128575,0.00005401286,0.00007149124,0.00001192883,0.0001352432,0.00009758313,0.0002619592],"category_scores_gemma":[0.00001208146,0.0001165346,0.00005051531,0.0001499402,0.00003148978,0.00003047307,0.00001105289,0.00007824889,0.0001631007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002972289,"about_ca_system_score_gemma":0.00001201315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002772712,"about_ca_topic_score_gemma":0.000001771018,"domain_scores_codex":[0.9993361,0.00001643499,0.0001647399,0.0001936536,0.00005541865,0.0002336632],"domain_scores_gemma":[0.9996743,0.00004018374,0.00002473137,0.0001810773,0.00002888785,0.00005081501],"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":[0.0000477134,0.00008540192,0.0005281432,0.00005034069,0.00004257938,6.088283e-7,0.0002962358,0.000003052922,0.9722753,0.009131364,0.01563794,0.001901287],"study_design_scores_gemma":[0.0008734085,0.0006318737,0.01975566,0.00006234662,0.00007071999,0.00001630747,0.0001045262,0.0007572969,0.7135971,0.00201478,0.2614281,0.0006877889],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9406318,0.02064656,0.03247868,0.00002179093,0.0001471679,0.0007462109,0.00003229918,0.0004097346,0.004885741],"genre_scores_gemma":[0.9905231,0.008293741,0.0004264695,0.0001741385,0.00007429509,0.0003212679,0.00004774024,0.00003770661,0.0001015151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2586782,"threshold_uncertainty_score":0.4752142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02215604885275748,"score_gpt":0.2155712185669904,"score_spread":0.1934151697142329,"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."}}