{"id":"W4406124203","doi":"10.3390/ma18020215","title":"Microfluidic Integration of Magnetically Functionalized Microwires for Flow Cytometry Protein Quantification","year":2025,"lang":"en","type":"article","venue":"Materials","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; National Research Council Canada","funders":"","keywords":"Microfluidics; Materials science; Nanotechnology; Fluorescence; Magnetic nanoparticles; Flow cytometry; Biomedical engineering; Nanoparticle; Optics","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":[0.0002786703,0.0004893424,0.0003599661,0.0005205612,0.0002002612,0.0004872344,0.00081272,0.0004848788,0.0005390486],"category_scores_gemma":[0.0004869388,0.0003774261,0.0002413837,0.0002922888,0.0002629754,0.0003739134,0.0003612305,0.0005083961,0.0003850211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005172936,"about_ca_system_score_gemma":0.0003889333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002854083,"about_ca_topic_score_gemma":0.0005565653,"domain_scores_codex":[0.9996639,0.00003473762,0.00003025319,0.00008199784,0.0001478467,0.00004115371],"domain_scores_gemma":[0.9997659,0.000066567,0.00007428729,0.00002583325,0.00004757039,0.00001984735],"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":[0.00005993839,0.000052154,0.0001964802,0.0001043236,0.00001045261,0.00006636252,0.00001381561,0.0003935835,0.987102,0.0008355606,0.0002907849,0.01087458],"study_design_scores_gemma":[0.00001460708,0.0001209186,0.0007054493,0.00001097163,0.00001538557,0.0001285408,0.000006112877,0.006408437,0.9865798,0.0002086073,0.005785801,0.00001533749],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5158802,0.01039065,0.4593914,0.0009625825,0.001976593,0.0006117966,0.001075965,0.003428098,0.006282701],"genre_scores_gemma":[0.6566137,0.003713525,0.3320056,0.0004766392,0.0002640272,0.0006058037,0.0006267008,0.00007397086,0.005620054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00081272,"threshold_uncertainty_score":0.003753245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01484502099088698,"score_gpt":0.2394438803160089,"score_spread":0.2245988593251219,"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."}}