{"id":"W2805542479","doi":"10.3390/genes9060281","title":"High-Throughput Incubation and Quantification of Agglutination Assays in a Microfluidic System","year":2018,"lang":"en","type":"article","venue":"Genes","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Pipette; Analyte; Microfluidics; Microbead (research); Streptavidin; Chromatography; Throughput; Nanotechnology; Chemistry; Materials science; Computer science; Biotin; Biochemistry","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":[0.0003491816,0.00008565802,0.0001204308,0.0002171139,0.00003097079,0.000009789148,0.00005765082,0.00008052742,0.000004829821],"category_scores_gemma":[0.000015365,0.00009117209,0.000009519493,0.0004991113,0.00007578135,0.0001191073,0.00001771614,0.00004679515,0.00000744045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009732467,"about_ca_system_score_gemma":0.00001078083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004494085,"about_ca_topic_score_gemma":0.000002421755,"domain_scores_codex":[0.9993494,0.00001842669,0.0003238616,0.0001254419,0.00008374792,0.0000990813],"domain_scores_gemma":[0.9995902,0.0000127391,0.00007019172,0.0001356333,0.0001831159,0.000008142211],"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":[0.00000493096,0.000008007458,0.001116981,0.000130869,0.000006685097,2.62688e-7,0.0002187867,0.000004652866,0.9360393,0.04034894,0.0006951535,0.02142538],"study_design_scores_gemma":[0.0001701665,0.00003480726,0.009399102,0.00006142136,0.000005031216,0.000004589502,0.0001457794,0.001796098,0.9867204,0.0007371153,0.0008331511,0.00009237152],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5907241,0.0008563563,0.4075356,0.00002142769,0.0001635297,0.0001298567,0.000007039429,0.0001211377,0.0004410175],"genre_scores_gemma":[0.9980701,0.00009610106,0.001647657,0.000008474661,0.00007173911,0.00001882575,0.00005931764,0.00001418556,0.00001359501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.407346,"threshold_uncertainty_score":0.371789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01284309811388028,"score_gpt":0.2328577361475676,"score_spread":0.2200146380336873,"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."}}