{"id":"W4407904248","doi":"10.1103/physrevfluids.10.024102","title":"Mixing by squirmers in stratified fluids","year":2025,"lang":"en","type":"article","venue":"Physical Review Fluids","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mixing (physics); Stratified flows; Stratified flow; Computer science; Mechanics; Physics; Turbulence","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":[0.000243034,0.0005844412,0.0004313436,0.000928629,0.0006824752,0.0007841203,0.000483642,0.0004936191,0.0006880685],"category_scores_gemma":[0.0008236977,0.000256844,0.0005766593,0.0003354662,0.001007145,0.0007724922,0.00101669,0.0004571688,0.0002282406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005740864,"about_ca_system_score_gemma":0.0004897803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003491727,"about_ca_topic_score_gemma":0.001294632,"domain_scores_codex":[0.9998242,0.00002584185,0.000009369803,0.00003183135,0.00004022336,0.00006856587],"domain_scores_gemma":[0.9996233,0.00006942177,0.0001465874,0.00002127241,0.00005257335,0.00008690269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007731294,0.0002797647,0.009997007,0.0002592392,0.0001951992,0.001633107,0.0007921074,0.149946,0.7695372,0.05687305,0.0005779449,0.009136196],"study_design_scores_gemma":[0.0001203546,0.0006100881,0.006709625,0.00002126255,0.00009287605,0.0002110231,0.0002054619,0.8734923,0.1076824,0.00958382,0.001189898,0.00008088009],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785946,0.0004281019,0.0181082,0.0001096091,0.0000411085,0.00003978324,0.00003850606,0.00007499388,0.00256514],"genre_scores_gemma":[0.9968503,0.0002156303,0.001862469,0.00003712275,0.00002238471,0.00001678939,0.00004353778,0.000007662656,0.0009441417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003491727,"threshold_uncertainty_score":0.006942809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009269166979073967,"score_gpt":0.3016898853633547,"score_spread":0.2924207183842807,"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."}}