{"id":"W2911759018","doi":"10.1021/acs.jpcc.8b08215","title":"Attachment and Detachment of Particles from a Surface under Shear Flow","year":2019,"lang":"en","type":"article","venue":"The Journal of Physical Chemistry C","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Office of Naval Research","keywords":"Laminar flow; Kinetics; Formalism (music); Mechanics; Exponential function; Microfluidics; Shear (geology); Shear flow; Adsorption; Materials science; Volumetric flow rate; Flow (mathematics); Chemistry; Nanotechnology; Physics; Classical mechanics; Composite material; Mathematics; Physical chemistry","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":[0.0005545027,0.0005500815,0.0003987561,0.0006363695,0.0004997329,0.0007413264,0.0004135859,0.0005224708,0.0009417731],"category_scores_gemma":[0.0008939301,0.0002698152,0.0004746642,0.0003447054,0.0005906643,0.0007634349,0.0003531919,0.0007806594,0.000293223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007845456,"about_ca_system_score_gemma":0.0002503352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001588609,"about_ca_topic_score_gemma":0.001226943,"domain_scores_codex":[0.9995769,0.00003615004,0.00002293214,0.0001033891,0.0001849935,0.00007580079],"domain_scores_gemma":[0.9996737,0.0001649925,0.00005518927,0.00002521441,0.00005025121,0.00003057573],"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":[0.0001457253,0.00005195017,0.001550877,0.0001465482,0.0000276931,0.000167883,0.0001571705,0.005668246,0.9799846,0.003476289,0.000127061,0.00849607],"study_design_scores_gemma":[0.00001686842,0.0002685002,0.009971528,0.00001424191,0.000032132,0.0001682037,0.00006615985,0.09512679,0.8898591,0.002218454,0.002206678,0.00005145768],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8651537,0.003287009,0.1270715,0.0002141749,0.0001104421,0.00009388995,0.000271022,0.0001678488,0.003630464],"genre_scores_gemma":[0.9816119,0.001432275,0.01289559,0.00009904235,0.00001898752,0.00003806407,0.0002033825,0.00002020787,0.003680565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001588609,"threshold_uncertainty_score":0.005692303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007821519711980609,"score_gpt":0.2109175565242295,"score_spread":0.2030960368122489,"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."}}