{"id":"W2079185644","doi":"10.1002/pen.21447","title":"A novel miniature mixing device for polymeric blends and nanocomposites","year":2009,"lang":"en","type":"article","venue":"Polymer Engineering and Science","topic":"Polymer Nanocomposites and Properties","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Mixing (physics); Rheology; Nanocomposite; Polymer; Composite material; Polymer blend; Copolymer","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":[0.001225258,0.0006736709,0.0007846745,0.0007474886,0.0003187799,0.0006563103,0.0007351391,0.0007919971,0.001715596],"category_scores_gemma":[0.0007400894,0.0006063057,0.0003097136,0.0002476724,0.0004339377,0.001032229,0.0005350689,0.0009899456,0.0007560116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003222752,"about_ca_system_score_gemma":0.0001978668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005491728,"about_ca_topic_score_gemma":0.0001126083,"domain_scores_codex":[0.9994462,0.0000832662,0.00005035859,0.0001772119,0.0002054332,0.00003749117],"domain_scores_gemma":[0.9994767,0.0002217461,0.0001124033,0.00007205319,0.00006726987,0.00004978277],"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":[0.00005287878,0.00003243337,0.00008369747,0.00006923871,0.000005350575,0.00002337233,0.00001638191,0.00004340867,0.9912496,0.0004971651,0.0001818266,0.007744798],"study_design_scores_gemma":[0.00005908135,0.0003358493,0.0006838507,0.000009988945,0.00002799124,0.0003207329,0.000007406861,0.002689704,0.9822859,0.00009502371,0.01345309,0.00003133615],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3760614,0.009144624,0.6002375,0.001094745,0.001297876,0.001367726,0.000938436,0.004348419,0.00550916],"genre_scores_gemma":[0.3956234,0.001544107,0.5943152,0.0004083528,0.0002700501,0.001059096,0.0003779691,0.0001309181,0.00627096],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001715596,"threshold_uncertainty_score":0.006479859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01025772220133411,"score_gpt":0.2231782840633172,"score_spread":0.2129205618619831,"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."}}