{"id":"W2068169894","doi":"10.1063/1.4714550","title":"Electric-field induced phase transitions of dielectric colloids: Impact of multiparticle effects","year":2012,"lang":"en","type":"article","venue":"Journal of Applied Physics","topic":"Vibration Control and Rheological Fluids","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Electric field; Dielectric; Phase transition; Permittivity; Phase diagram; Volume fraction; Condensed matter physics; Materials science; Dipole; Spinodal; Colloid; Binodal; Phase (matter); Thermodynamics; Chemical physics; Physics; Chemistry; Composite material; Physical chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.000119976,0.00009932812,0.000312554,0.00006326156,0.0000215948,0.000004669781,0.00007830429,0.00006560324,0.00001392772],"category_scores_gemma":[0.00002385061,0.00007357161,0.000190217,0.0003918522,0.000006307909,0.0001342209,0.000004041592,0.0001914187,0.000001982765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003108962,"about_ca_system_score_gemma":0.00003035602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000167531,"about_ca_topic_score_gemma":1.067102e-7,"domain_scores_codex":[0.9992613,0.00001618084,0.0003470443,0.00003670319,0.0001475595,0.0001912177],"domain_scores_gemma":[0.9994425,0.0001906751,0.0001158862,0.00007538487,0.00007460484,0.0001009209],"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":[0.000166006,0.0004075922,0.00008386622,0.00003156356,0.0001608499,5.493848e-7,0.0003074514,0.02072969,0.9690808,0.001423859,0.0001036267,0.00750412],"study_design_scores_gemma":[0.001872592,0.0008570828,0.001302923,0.00001252137,0.00008258102,0.000002853047,0.00001071304,0.04483739,0.950393,0.0005416651,0.000007262558,0.00007940814],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9608029,0.0001962576,0.03794129,0.000006044535,0.00007725514,0.0001130196,0.000001856568,0.00001444867,0.0008469889],"genre_scores_gemma":[0.9994449,0.00002534218,0.0002988897,0.00001831145,0.0001967561,0.000003957895,5.391869e-7,0.00001055703,7.193674e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03864209,"threshold_uncertainty_score":0.3000163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0103502190194649,"score_gpt":0.2576194657389274,"score_spread":0.2472692467194625,"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."}}