{"id":"W2069788096","doi":"10.1504/ijat.2010.032838","title":"Bioaffinity limitations for anisotropically etched silicon microfluidics","year":2010,"lang":"en","type":"article","venue":"International Journal of Abrasive Technology","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Microfluidics; Silicon; Materials science; Nanotechnology; Biomolecule; Finite element method; Fluidics; Optoelectronics; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006367781,0.0003077504,0.0002399978,0.0002052553,0.0003007084,0.0006664095,0.0003912547,0.0005672632,0.000512755],"category_scores_gemma":[0.001916827,0.0002977954,0.0001666695,0.0001586388,0.0005927967,0.0005682681,0.000306352,0.0003676991,0.0002703198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005001427,"about_ca_system_score_gemma":0.0004159267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001068482,"about_ca_topic_score_gemma":0.001826457,"domain_scores_codex":[0.9993143,0.00006621057,0.00004976898,0.00009697182,0.0004037742,0.00006896178],"domain_scores_gemma":[0.9972983,0.001544148,0.0004617273,0.0002001598,0.0004543223,0.00004137675],"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":[0.00003018937,0.000007494125,0.0003891017,0.0001124281,0.00000475088,0.00003260507,0.00005273075,0.001099848,0.99369,0.0004829263,0.00005651338,0.004041338],"study_design_scores_gemma":[0.000009320155,0.0001528405,0.002625566,0.00002097335,0.00003321285,0.0001727464,0.00009227703,0.01109969,0.9807565,0.0004219665,0.004587017,0.00002788049],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9427597,0.005826081,0.04709597,0.0003040715,0.0001176343,0.00005204491,0.0001453544,0.0002302357,0.00346895],"genre_scores_gemma":[0.9771509,0.00239655,0.01920502,0.00008885094,0.00002273269,0.0000491555,0.0001164417,0.00002167448,0.0009486399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001068482,"threshold_uncertainty_score":0.00362879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01035179848099128,"score_gpt":0.2437276088173573,"score_spread":0.2333758103363661,"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."}}