{"id":"W7015568964","doi":"","title":"Submicron Polymer Emulsion Inside Twin Screw Extruder","year":2023,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Plastics extrusion; Extrusion; Dispersion (optics); Viscosity; Emulsion; Polymer; Phase inversion; Rheology; Polyester","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004267955,0.0004594817,0.0005889342,0.0003321476,0.000188748,0.0004872304,0.0003811545,0.0003693916,0.001167667],"category_scores_gemma":[0.0002763128,0.0002309982,0.0004659924,0.000317504,0.000152376,0.0003895753,0.0003377658,0.0007419657,0.0007382372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001536087,"about_ca_system_score_gemma":0.0002915943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002719969,"about_ca_topic_score_gemma":0.0003666811,"domain_scores_codex":[0.999572,0.00002626732,0.00004311838,0.0001411843,0.0001810029,0.00003645166],"domain_scores_gemma":[0.9998313,0.00002868131,0.00005420757,0.00002751642,0.00004054852,0.00001768058],"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":[0.00008470451,0.00003462185,0.0002125555,0.00007006691,0.000006409751,0.00009277702,0.00003147897,0.0003401967,0.9924709,0.0002136412,0.00005685398,0.006385868],"study_design_scores_gemma":[0.0000106589,0.000200246,0.0008339054,0.000005517082,0.00001743938,0.0000941409,0.000009916788,0.002191713,0.9937471,0.0000396095,0.002843236,0.000006455389],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8094967,0.002061671,0.1819268,0.00009413834,0.0001450736,0.0002931026,0.0008398381,0.001376628,0.003766078],"genre_scores_gemma":[0.8013614,0.003163582,0.1828813,0.0000653056,0.00004455885,0.0003886739,0.001378906,0.0002843284,0.01043207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001167667,"threshold_uncertainty_score":0.00390619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01024680376160082,"score_gpt":0.2059645017654592,"score_spread":0.1957176980038584,"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."}}