{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008475146,0.00009364743,0.0002318773,0.00001493732,0.00001086809,0.000005014886,0.0001023586,0.00002147571,0.0000984826],"category_scores_gemma":[0.00009245842,0.00008864472,0.00004617592,0.0002340405,0.00004906632,0.00007908133,0.00002025981,0.00009135119,0.00001804224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002292776,"about_ca_system_score_gemma":0.00001648098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006560327,"about_ca_topic_score_gemma":0.000003799446,"domain_scores_codex":[0.9992971,0.00003593688,0.0003258071,0.000128414,0.0000890872,0.0001236428],"domain_scores_gemma":[0.99963,0.00005026284,0.00003502028,0.000167847,0.00006292547,0.00005394507],"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":[0.000005717,0.0002322944,0.001666097,0.0005180699,0.000005902138,4.563978e-7,0.0005233312,0.00001007908,0.9675948,0.009489595,0.000008853478,0.01994481],"study_design_scores_gemma":[0.0008763737,0.0002963449,0.288689,0.001275988,0.00008486288,0.000002193287,0.00008844763,0.02698774,0.676133,0.00474342,0.0003009419,0.0005217346],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951409,0.0004957363,0.0005269604,0.00007952307,0.00001779295,0.0004244018,0.000004829119,0.00004749679,0.003262386],"genre_scores_gemma":[0.9979987,0.0008411194,0.0009947771,0.00006016495,0.00001470697,0.00007475757,0.000005317351,0.000009401279,0.000001086229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2914618,"threshold_uncertainty_score":0.3614827,"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."}}