{"id":"W2043644146","doi":"10.1103/physreve.84.026319","title":"Magnetically driven microconvective instability of optically induced concentration grating in ferrofluids","year":2011,"lang":"en","type":"article","venue":"Physical Review E","topic":"Characterization and Applications of Magnetic Nanoparticles","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Latvijas Universitate; Ryerson University","keywords":"Ferrofluid; Grating; Materials science; Magnetic field; Instability; Galerkin method; Amplitude; Relaxation (psychology); Mechanics; Optics; Physics; Thermodynamics; Finite element method","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000143465,0.0001854288,0.0002723823,0.0001995648,0.0003270363,0.0004255563,0.0002687192,0.0004604716,0.0004173516],"category_scores_gemma":[0.0004235247,0.0001782956,0.0002158906,0.00008344231,0.000899638,0.000341399,0.000308721,0.0002089955,0.00006829185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004623245,"about_ca_system_score_gemma":0.000348083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00155837,"about_ca_topic_score_gemma":0.0009694184,"domain_scores_codex":[0.9999329,0.00001728727,0.000002358466,0.0000119253,0.00001845841,0.00001700979],"domain_scores_gemma":[0.9998901,0.00004415381,0.00003108808,0.000007688413,0.00001363298,0.00001335361],"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":[0.000169321,0.0001217516,0.001804847,0.0001395266,0.00003706888,0.001059685,0.0002999905,0.1255306,0.8251244,0.04132686,0.0002812399,0.00410474],"study_design_scores_gemma":[0.00005473493,0.00008853104,0.001282682,0.000007616289,0.000009475101,0.0001988348,0.0000584556,0.8967858,0.09580583,0.00515401,0.0005283845,0.00002558314],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976467,0.000237584,0.02006992,0.0002610152,0.00003319654,0.00002633162,0.00002106001,0.00004316563,0.002840831],"genre_scores_gemma":[0.9954751,0.00008646395,0.003341363,0.0000223979,0.000008250908,0.00001406307,0.00001102954,0.000009796812,0.001031471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00155837,"threshold_uncertainty_score":0.00335443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02477177779175836,"score_gpt":0.2614517741049879,"score_spread":0.2366799963132296,"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."}}