{"id":"W4214544129","doi":"10.2139/ssrn.4044641","title":"A Universal Monoclonal Antibody-Aptamer Conjugation Strategy for Selective Non-Invasive Bioparticle Isolation from Blood Using A Regenerative Microfluidic Platform","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cape Breton University","funders":"","keywords":"Aptamer; Microfluidics; Isolation (microbiology); Monoclonal antibody; Chemistry; Nanotechnology; Biology; Antibody; Immunology; Bioinformatics; Molecular biology; Materials science","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":[0.0003395278,0.0004682423,0.0003062948,0.000288061,0.0001874173,0.0002470166,0.0005920889,0.0005660559,0.0006149717],"category_scores_gemma":[0.0002081844,0.0002688543,0.0002762751,0.0001494614,0.0002147034,0.0002840065,0.0004868548,0.0003708042,0.0004100677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002747487,"about_ca_system_score_gemma":0.0002777803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002186482,"about_ca_topic_score_gemma":0.0003907789,"domain_scores_codex":[0.9997264,0.00002900504,0.00003017623,0.00008327746,0.00008325904,0.00004791773],"domain_scores_gemma":[0.9998999,0.00001431689,0.00003266702,0.00001194006,0.00002144944,0.00001971711],"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":[0.00001967493,0.0000145914,0.00006317564,0.00004925772,0.000004637803,0.0000527587,0.00001393641,0.00004889887,0.9951198,0.0003284034,0.0001063495,0.004178446],"study_design_scores_gemma":[0.000006741963,0.0001069221,0.0003898453,0.000003426244,0.0000138246,0.0003760783,0.000004999973,0.00114698,0.995307,0.00006500526,0.0025695,0.000009545824],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7119069,0.005492954,0.2741094,0.0006922192,0.000323708,0.000319124,0.0002350457,0.001008753,0.005911903],"genre_scores_gemma":[0.9198919,0.001518078,0.07290326,0.0003925749,0.00006116088,0.0001435399,0.0002383511,0.00003196492,0.004819215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006149717,"threshold_uncertainty_score":0.002057254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01624976799161131,"score_gpt":0.2520654034148321,"score_spread":0.2358156354232208,"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."}}