{"id":"W4416813467","doi":"10.1002/elps.70060","title":"Analysis of Colloidal Transport Mechanisms in Western Blotting","year":2025,"lang":"en","type":"article","venue":"Electrophoresis","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Microfluidics; Curvature; Lysis; Zeta potential; Colloid; Work (physics); Transverse plane","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":[0.001064714,0.0006889533,0.0004051879,0.001001092,0.0005257161,0.0008516326,0.0005480598,0.0006375922,0.002188534],"category_scores_gemma":[0.0007949747,0.0003330539,0.0004644613,0.0006969649,0.0004974078,0.0006454767,0.0002656732,0.001051057,0.0009920176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004976513,"about_ca_system_score_gemma":0.0002725018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005868977,"about_ca_topic_score_gemma":0.0007478758,"domain_scores_codex":[0.9991474,0.0001627718,0.00008840168,0.0002202725,0.0002494153,0.0001317877],"domain_scores_gemma":[0.9991304,0.0003066417,0.0001378975,0.0001400173,0.0002230627,0.00006197702],"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":[0.00003399164,0.00003950759,0.0000980464,0.00002876586,0.000005795579,0.00001576394,0.00003111318,0.00002754825,0.9989758,0.0001214103,0.0000281623,0.0005941611],"study_design_scores_gemma":[0.000004056323,0.00005436532,0.001809702,0.000005424204,0.00001426857,0.00004991516,0.00003120253,0.002076974,0.9950476,0.00008525234,0.000815605,0.000005741068],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8385599,0.002139098,0.1536489,0.0001962608,0.0002208331,0.0002424681,0.0008504498,0.001053839,0.003088242],"genre_scores_gemma":[0.87095,0.002198938,0.1144826,0.0001851642,0.00006107191,0.0005198936,0.002029974,0.0002740159,0.00929837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002188534,"threshold_uncertainty_score":0.007321358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003730733198554314,"score_gpt":0.1989850770704321,"score_spread":0.1952543438718778,"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."}}