{"id":"W2016018226","doi":"10.1515/zna-2008-1207","title":"A Nonlinear Stability Analysis of a Double-Diffusive Magnetized Ferrofluid","year":2008,"lang":"en","type":"article","venue":"Zeitschrift für Naturforschung A","topic":"Characterization and Applications of Magnetic Nanoparticles","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Council of Scientific and Industrial Research, India; University of Windsor; University of Minnesota","keywords":"Ferrofluid; Nonlinear system; Instability; Buoyancy; Physics; Mechanics; Magnetic field; Inertia; Magnetic energy; Stability (learning theory); Classical mechanics; Condensed matter physics; Magnetization; Computer science","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":[0.0001512506,0.0002099136,0.0004535563,0.0003279969,0.00009606232,0.00001776378,0.0002588808,0.0001349616,0.0007306755],"category_scores_gemma":[0.00004441225,0.0002075526,0.0002201766,0.001771413,0.0001166939,0.0001265407,0.00005128128,0.0002057395,0.0000434479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001005896,"about_ca_system_score_gemma":0.0000406955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000296202,"about_ca_topic_score_gemma":0.00002129926,"domain_scores_codex":[0.9986081,0.00002676036,0.0005172138,0.0002719625,0.0002930478,0.0002829665],"domain_scores_gemma":[0.998971,0.00008668107,0.00008200802,0.0005508932,0.0001749026,0.0001344702],"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":[0.0003916236,0.0006798928,0.01538444,0.0001996048,0.001258686,0.00001553931,0.002044566,0.006001825,0.9655883,0.004359383,0.001126392,0.002949789],"study_design_scores_gemma":[0.004517779,0.0001512482,0.08605526,0.00002904359,0.001075999,0.00001865823,0.0001899792,0.2036857,0.6686326,0.00001954676,0.03478855,0.0008356665],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933109,0.0005650474,0.000816234,0.000112515,0.00009493739,0.0003383175,0.00009670556,0.0003315005,0.004333897],"genre_scores_gemma":[0.9959262,0.0002491726,0.003392962,0.0000466341,0.00004366711,0.00005118794,0.0001349678,0.00003021034,0.0001249922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2969557,"threshold_uncertainty_score":0.8463751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01665806406692063,"score_gpt":0.2464610318302742,"score_spread":0.2298029677633536,"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."}}