{"id":"W2142038135","doi":"10.1002/cjce.21885","title":"Monitoring silicone oil droplets during emulsification in stirred vessel: Effect of dispersed phase concentration and viscosity","year":2013,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Silicone oil; Materials science; Viscosity; Drop (telecommunication); Silicone; Emulsion; Phase (matter); Rheology; Continuous phase modulation; In situ; Biological system; Analytical Chemistry (journal); Diffraction; Optics; Composite material; Chromatography; Mechanics; Chemical engineering; Chemistry; Computer science; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.000146148,0.0001070553,0.0001893058,0.00007203608,0.00002517402,0.00003054192,0.0001030969,0.00005384032,0.000004307537],"category_scores_gemma":[0.00008284018,0.00009181945,0.00003458766,0.0001170303,0.00002861699,0.0001606054,0.000005940547,0.0002290517,5.035117e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001820418,"about_ca_system_score_gemma":0.00002701407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005844341,"about_ca_topic_score_gemma":0.00003982082,"domain_scores_codex":[0.9993657,0.00001103692,0.0002790274,0.00005932126,0.00008744962,0.0001974632],"domain_scores_gemma":[0.9995792,0.0000697682,0.00004687715,0.00008436375,0.00003703786,0.0001827566],"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":[0.000005979212,0.00000303462,0.00126422,0.0001115841,0.00001767508,0.000005373246,0.0002920252,0.03708727,0.959442,0.0000134942,0.000002359737,0.001755037],"study_design_scores_gemma":[0.000990997,0.00002389065,0.005828822,0.0002617062,0.0000174609,0.00002653797,0.00001472866,0.3407176,0.6519981,0.00000630542,0.000004101914,0.0001097822],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989854,0.000514698,0.0001861465,0.00006097962,0.0001623502,0.00006113838,0.000002092554,0.0000115619,0.00001566147],"genre_scores_gemma":[0.9997898,0.00002171106,0.00008655526,0.000001122448,0.00007522171,0.000004307345,0.000001136938,0.00001801714,0.000002146453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3074439,"threshold_uncertainty_score":0.3744289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003178619291198764,"score_gpt":0.1839911555957595,"score_spread":0.1808125363045607,"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."}}