{"id":"W4416801380","doi":"10.1039/d5ay01479d","title":"Effects of Dynabead type, surface chemistry, and incubation on agglomerate behavior in dual-phase microfluidic systems","year":2025,"lang":"en","type":"article","venue":"Analytical Methods","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Agglomerate; Microfluidics; Economies of agglomeration; Incubation; Particle size; Analytical Chemistry (journal); Particle (ecology)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006638947,0.0001569038,0.0003155794,0.0001367528,0.00002089863,0.00001730417,0.0000594724,0.0001550469,0.000006846434],"category_scores_gemma":[0.0002309969,0.0001560265,0.00002627101,0.001167342,0.00008289185,0.0000485024,0.00003373158,0.0002127361,0.000001715163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001179591,"about_ca_system_score_gemma":0.00002462117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001827249,"about_ca_topic_score_gemma":5.683464e-8,"domain_scores_codex":[0.9990435,0.00008355254,0.0004218169,0.0001931146,0.00008936696,0.000168696],"domain_scores_gemma":[0.9993781,0.0002512547,0.00004530307,0.0001732132,0.0001260566,0.00002606926],"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":[0.0000310694,0.0001003583,0.0002734302,0.0005837493,0.00004016663,0.00001114968,0.00002573514,0.00002178085,0.9750079,0.006829691,0.001063245,0.01601174],"study_design_scores_gemma":[0.0005964137,0.00008471654,0.001301919,0.00017321,0.0000621189,0.000003401153,0.00002148472,0.01247677,0.9837221,0.0003250111,0.001089459,0.0001433868],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7555791,0.003600668,0.2385125,0.00002456637,0.0001853386,0.0003187303,0.000005959447,0.0000914265,0.001681724],"genre_scores_gemma":[0.9956574,0.0002697402,0.003658783,0.0000303519,0.00001562843,0.00002494664,0.00002329275,0.00001787249,0.0003019528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2400783,"threshold_uncertainty_score":0.6362575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01436365329826923,"score_gpt":0.3523712988490981,"score_spread":0.3380076455508289,"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."}}