{"id":"W2074173696","doi":"10.1002/aic.12365","title":"Continuous production of miniemulsions using in‐line SMX elements","year":2010,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Miniemulsion; Pulmonary surfactant; Mixing (physics); Emulsion; Static mixer; Chemistry; Polymerization; Chemical engineering; Continuous production; Emulsion polymerization; Chromatography; Adsorption; Materials science; Analytical Chemistry (journal); Organic 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002781686,0.0003890614,0.0003565892,0.0002296299,0.0001406338,0.0003554146,0.0003147184,0.0002597014,0.0008384207],"category_scores_gemma":[0.0003034912,0.0002356219,0.0002243745,0.0001348215,0.0001608612,0.0003163721,0.0003332994,0.00046351,0.0004625258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000226014,"about_ca_system_score_gemma":0.00016322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002865048,"about_ca_topic_score_gemma":0.0005079936,"domain_scores_codex":[0.9998778,0.00001605317,0.00001325141,0.00003367699,0.00004675721,0.00001245155],"domain_scores_gemma":[0.9998111,0.00003752324,0.00005330123,0.00002187576,0.00004237642,0.00003375606],"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":[0.00001626404,0.000008558587,0.00002048118,0.00001906305,0.000002288837,0.00001032714,0.000007648966,0.0000306722,0.9990764,0.00002421186,0.00001625804,0.0007678237],"study_design_scores_gemma":[0.000006270513,0.0001099612,0.0001942005,0.000002215765,0.00000628098,0.00002158376,0.000003461347,0.0004900612,0.9981116,0.000009037765,0.00104312,0.000002154114],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720075,0.0009629537,0.02480147,0.00005441215,0.00007018133,0.0001192158,0.0001935502,0.0004572074,0.001333427],"genre_scores_gemma":[0.9557981,0.001015719,0.03583844,0.00003547542,0.00002949206,0.0001034458,0.0004017539,0.0001718523,0.006605707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008384207,"threshold_uncertainty_score":0.002804816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01893216702320846,"score_gpt":0.2765817585890366,"score_spread":0.2576495915658281,"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."}}