{"id":"W2999118207","doi":"10.1115/1.4045951","title":"Light Control of the Diffusion Coefficient of Active Fluids","year":2020,"lang":"en","type":"article","venue":"Journal of Fluids Engineering","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Isotropy; Perturbation (astronomy); Active matter; Diffusion; Steady state (chemistry); Ray","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":[0.0001178036,0.0002132774,0.0001155501,0.0002226723,0.0001702757,0.0004406399,0.0002186467,0.0001983146,0.0007692295],"category_scores_gemma":[0.0006381004,0.0001292976,0.00009912389,0.0001072262,0.0003260019,0.0002310084,0.0002657723,0.0003392819,0.0001335767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005631405,"about_ca_system_score_gemma":0.0002373948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001279618,"about_ca_topic_score_gemma":0.0006455769,"domain_scores_codex":[0.9999229,0.000008679914,0.000002806204,0.00003008475,0.00001605098,0.00001945875],"domain_scores_gemma":[0.9995667,0.000223867,0.00009123961,0.00001955583,0.0000591174,0.00003940852],"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":[0.0001002392,0.00002612874,0.0005353995,0.00003417269,0.000003028649,0.00003010043,0.00003792946,0.001415833,0.9937365,0.001128747,0.0001299155,0.002822035],"study_design_scores_gemma":[0.00003932185,0.0001250013,0.003938565,0.0000092631,0.000008938233,0.0000406176,0.00005867292,0.08014277,0.9128805,0.0007725709,0.001946959,0.00003684229],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851747,0.000727115,0.01065251,0.0001860845,0.00005146125,0.00001213356,0.0000945855,0.0001003337,0.003001106],"genre_scores_gemma":[0.9985008,0.0001129612,0.0007539497,0.00001364898,0.00000459443,0.000005425583,0.00001437107,0.000009016138,0.0005851622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001279618,"threshold_uncertainty_score":0.004085898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00484423677580968,"score_gpt":0.1872284264746576,"score_spread":0.1823841896988479,"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."}}