{"id":"W2039088197","doi":"10.1080/01932690208984188","title":"Design of In-Line Emulsification Processes for Water-in-Oil Emulsions","year":2002,"lang":"en","type":"article","venue":"Journal of Dispersion Science and Technology","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Emulsion; Fabrication; Impeller; Drop (telecommunication); Materials science; Process engineering; Process (computing); Membrane emulsification; Chemical engineering; Environmental science; Mechanical engineering; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003348181,0.00004243533,0.0001127264,0.0007131732,0.00003250148,0.000008138729,0.000153374,0.00004853888,0.000002745798],"category_scores_gemma":[0.0001703124,0.00003001284,0.000009255818,0.0006726242,0.0001160273,0.0001723047,0.00001757663,0.00007855953,3.992111e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003296353,"about_ca_system_score_gemma":0.00001588041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.520662e-7,"about_ca_topic_score_gemma":0.000003734961,"domain_scores_codex":[0.9994849,0.000002685996,0.0002236901,0.00006750054,0.00009244087,0.0001287832],"domain_scores_gemma":[0.9996613,0.00002967086,0.00003999592,0.00005864335,0.0001889889,0.00002134603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000005781999,0.00004845388,0.0009465996,0.00005635573,0.000001938875,0.000002297285,0.0003427659,0.008425045,0.9534184,0.0003702361,0.00002268415,0.03635945],"study_design_scores_gemma":[0.0008428635,0.0003047034,0.0004555573,0.0002015634,0.000008192914,0.0000569639,0.0007614552,0.7883938,0.2063858,0.002188967,0.0002838465,0.0001163288],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856083,0.000769572,0.01254351,0.0009224909,0.00006487862,0.0000441118,5.852078e-7,0.000008981332,0.00003755086],"genre_scores_gemma":[0.9960105,0.001458067,0.002504204,0.000004663919,0.000005322754,0.000002268217,9.078936e-8,0.000003317439,0.00001155477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7799687,"threshold_uncertainty_score":0.1223888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02107858020144267,"score_gpt":0.2389712798017991,"score_spread":0.2178926996003564,"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."}}