{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000354176,0.00008079866,0.0001678622,0.00005400126,0.00007094954,0.00002300783,0.0001159568,0.0000803553,0.0006893237],"category_scores_gemma":[0.0001695693,0.00006715424,0.00005416954,0.0001075515,0.00002348173,0.00009835629,0.00002299235,0.0004069803,0.000003766391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003224342,"about_ca_system_score_gemma":0.00005720948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008084706,"about_ca_topic_score_gemma":0.00009063975,"domain_scores_codex":[0.9990584,0.00001597448,0.0004424276,0.0001042922,0.000208154,0.0001707461],"domain_scores_gemma":[0.9993677,0.00002016212,0.0002876192,0.0001480105,0.0001109173,0.00006555793],"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":[0.00002315447,0.00009297133,0.1042586,0.00001431791,0.00001982502,0.000007985398,0.0001425666,0.00002759176,0.8918847,0.00000441567,0.000153384,0.00337047],"study_design_scores_gemma":[0.002513711,0.0000864829,0.01978723,0.0004580144,0.00008756227,0.001161357,0.00247221,0.001696276,0.9502845,0.0003497099,0.0206852,0.0004177616],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969979,0.00006935717,0.00001079542,0.00008792758,0.0009365829,0.00003755632,0.00000305386,0.000007487586,0.001849356],"genre_scores_gemma":[0.9975338,0.00001111917,0.0006835799,0.000009456815,0.0005857651,0.000001110007,0.00000107682,0.00001107635,0.001163033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08447135,"threshold_uncertainty_score":0.7547612,"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."}}