{"id":"W2164734270","doi":"10.1002/masy.200950710","title":"Emulsification for Latex Production Using Static Mixers","year":2009,"lang":"en","type":"article","venue":"Macromolecular Symposia","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Miniemulsion; Static mixer; Pulmonary surfactant; Monomer; Volumetric flow rate; Mixing (physics); Polymerization; Materials science; Chemical engineering; Chemistry; Chromatography; Analytical Chemistry (journal); Composite material; Polymer; Thermodynamics; Physics","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":[0.0001130026,0.0001466411,0.0001528753,0.0000357854,0.0001408799,0.00007413139,0.0001203683,0.00008249821,0.00004684224],"category_scores_gemma":[0.0000357367,0.000148006,0.00009045876,0.000123844,0.00001670801,0.00008044339,0.000007902813,0.00006127766,0.00001123909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001071447,"about_ca_system_score_gemma":0.00003053722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003684573,"about_ca_topic_score_gemma":0.000001609854,"domain_scores_codex":[0.9989843,0.00001821123,0.0002424292,0.0003250972,0.0001812338,0.0002487474],"domain_scores_gemma":[0.9994203,0.00001173376,0.0001159134,0.00030997,0.00007939692,0.00006267535],"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":[0.00003545476,0.0000546374,0.0001599004,0.00006159145,0.00002654118,0.000005535416,0.0001616513,0.0003193067,0.9953708,0.0004316457,0.0001374537,0.00323549],"study_design_scores_gemma":[0.0005913197,0.00006424738,0.0003859526,0.0001410592,0.00007739163,0.00005701934,0.0001928257,0.009499933,0.9758253,0.0006354935,0.01215212,0.0003773916],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919046,0.0001953786,0.004838408,0.0003727628,0.0001657914,0.0002836145,0.00001313109,0.00009990013,0.002126446],"genre_scores_gemma":[0.997732,0.000005280604,0.001147377,0.00009272871,0.0001283941,0.00002354976,0.00003947306,0.0000251741,0.0008060165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01954554,"threshold_uncertainty_score":0.6035511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01756465528729233,"score_gpt":0.2673786451425852,"score_spread":0.2498139898552929,"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."}}