{"id":"W1984271777","doi":"10.1021/ie0611913","title":"Inline Bitumen Emulsification Using Static Mixers","year":2007,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Emulsion; Static mixer; Asphalt; Pressure drop; Drop (telecommunication); Materials science; Volumetric flow rate; Pulmonary surfactant; Specific energy; Chromatography; Composite material; Chemistry; Chemical engineering; Analytical Chemistry (journal); Mechanics; Thermodynamics; Viscosity; Mechanical engineering; Organic chemistry; Engineering","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":[0.0003591668,0.0005760479,0.0004974477,0.0003133531,0.000213774,0.0005219123,0.000304658,0.0002557903,0.002092948],"category_scores_gemma":[0.0003077037,0.0002401533,0.0002832721,0.0003228804,0.0001723862,0.0004515983,0.0004888647,0.0004269724,0.0009210329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003389361,"about_ca_system_score_gemma":0.000239916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003208276,"about_ca_topic_score_gemma":0.0008904519,"domain_scores_codex":[0.9997478,0.00003882534,0.00002421374,0.00006516889,0.00008208326,0.00004191499],"domain_scores_gemma":[0.9997637,0.00005558899,0.00007635145,0.00002642801,0.00004414966,0.00003380503],"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":[0.00008957236,0.00001448687,0.000136245,0.00004503603,0.000004052933,0.00002003293,0.00001560584,0.0001071069,0.9964411,0.00008156271,0.00002626247,0.003019001],"study_design_scores_gemma":[0.000005445374,0.00009643865,0.0002993127,0.000001708911,0.000006112014,0.0000240398,0.000005015346,0.0004796446,0.998374,0.00001144331,0.0006944888,0.000002424451],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9508938,0.001770934,0.04276235,0.00005642687,0.00005675966,0.0000869794,0.0002917729,0.0003138043,0.003767191],"genre_scores_gemma":[0.963634,0.001465802,0.02747059,0.00005976734,0.00003007573,0.00006044551,0.00046994,0.0001003723,0.006709149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002092948,"threshold_uncertainty_score":0.007001638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1290826996869917,"score_gpt":0.3734749299574564,"score_spread":0.2443922302704647,"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."}}