{"id":"W3178725294","doi":"10.1017/jfm.2022.909","title":"Active Stokesian dynamics","year":2022,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Division of Chemistry; Killam Trusts; Division of Chemical, Bioengineering, Environmental, and Transport Systems; Natural Sciences and Engineering Research Council of Canada; California Institute of Technology; National Science Foundation","keywords":"Dynamics (music); Particle dynamics; Suspension (topology); Physics; Particle (ecology); Classical mechanics; Statistical physics; Mechanics; Molecular dynamics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002632886,0.00009299917,0.0001892609,0.00009432167,0.0001723949,0.00001680753,0.0002505198,0.00001678503,0.001046476],"category_scores_gemma":[0.000004230882,0.00008909706,0.0001716211,0.0001536446,0.000005065924,0.00009652598,0.00010019,0.0003769507,0.000005752959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001524959,"about_ca_system_score_gemma":0.0001671562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008770789,"about_ca_topic_score_gemma":0.000001085217,"domain_scores_codex":[0.9991447,0.0000585446,0.0002983008,0.00007399,0.0002603154,0.0001641508],"domain_scores_gemma":[0.999359,0.00002708551,0.0003102704,0.0001208699,0.0001002477,0.0000825153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004538132,0.001183702,0.0006364385,0.00002086497,0.00073024,0.0001119136,0.001790068,0.02440596,0.06375024,0.786586,0.02539306,0.09493767],"study_design_scores_gemma":[0.009680695,0.004599305,0.0002967328,0.0001042413,0.001034529,0.0007727141,0.03557606,0.3990389,0.1127051,0.220807,0.2134072,0.001977596],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3563475,0.0003289233,0.631201,0.00125114,0.003785901,0.0002735184,0.000352256,0.00002292734,0.006436774],"genre_scores_gemma":[0.9978089,0.000008285785,0.001400708,0.00009170342,0.0002886724,0.000001799919,0.00001312755,0.00001753914,0.0003692776],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6414614,"threshold_uncertainty_score":0.9998667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005718638282386389,"score_gpt":0.2135249825223566,"score_spread":0.2078063442399702,"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."}}