{"id":"W3088632735","doi":"10.1007/s10404-020-02387-7","title":"Magnetofluidic spreading in circular chambers under a uniform magnetic field","year":2020,"lang":"en","type":"article","venue":"Microfluidics and Nanofluidics","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Australian Research Council","keywords":"Microscale chemistry; Magnetic field; Magnetic nanoparticles; Mass transfer; Ferrofluid; Mechanics; Materials science; Instability; Magnetization; Flow (mathematics); Magnetism; Magnet; Condensed matter physics; Physics; Nanotechnology; Nanoparticle","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002410837,0.0005076886,0.0005421399,0.0002274379,0.0001615068,0.0001501741,0.000364525,0.0004910702,0.0001024253],"category_scores_gemma":[0.00008003419,0.0005210713,0.0001193713,0.0008083904,0.0002418714,0.0001709636,0.0001600159,0.0005442383,0.00006777744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001065127,"about_ca_system_score_gemma":0.00006914241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007720183,"about_ca_topic_score_gemma":0.000003859717,"domain_scores_codex":[0.9977382,0.00003675198,0.0006171552,0.0005684044,0.0002580779,0.0007813785],"domain_scores_gemma":[0.9991391,0.000101964,0.00004499475,0.0003956852,0.00004824403,0.0002700637],"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":[0.00002563665,0.0000264651,0.001399148,0.0001933309,0.00002906788,0.0001104698,0.0005775678,0.00001010685,0.946494,0.0006593486,0.0318035,0.01867133],"study_design_scores_gemma":[0.001483657,0.0005785492,0.0006301153,0.0001754355,0.0000725408,0.0001321315,0.0007844284,0.005924575,0.8375991,0.000837078,0.1506468,0.001135611],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8557772,0.1315235,0.006826198,0.002955847,0.0003401079,0.0004155049,0.00002833068,0.0009842807,0.001149063],"genre_scores_gemma":[0.9395962,0.05686909,0.0008742068,0.002372309,0.00009792753,0.00001394053,0.00002166887,0.0001003118,0.0000543052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1188433,"threshold_uncertainty_score":0.9997241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01091785573359585,"score_gpt":0.1832622873589001,"score_spread":0.1723444316253042,"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."}}