{"id":"W2079247782","doi":"10.1002/pen.20542","title":"Extensional flow mixer for polymer nanocomposites","year":2006,"lang":"en","type":"article","venue":"Polymer Engineering and Science","topic":"Polymer Nanocomposites and Properties","field":"Materials Science","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Materials science; Plastics extrusion; Polypropylene; Organoclay; Polyamide; Composite material; Compounding; Plasticizer; Thermoplastic; Nanocomposite; Polymer; Polystyrene","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":[0.0002945421,0.0001901422,0.0001835779,0.0001538991,0.0003856566,0.0002322345,0.0002914785,0.00004319247,0.00004791594],"category_scores_gemma":[0.00001738254,0.0001524954,0.00005406988,0.0002520652,0.0003030862,0.0003447689,0.0001033843,0.00005428055,0.00002071503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001964843,"about_ca_system_score_gemma":0.0000574306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001785094,"about_ca_topic_score_gemma":0.000001589711,"domain_scores_codex":[0.9984932,0.00000853593,0.0002155362,0.0004296243,0.0002951976,0.0005579287],"domain_scores_gemma":[0.999473,0.00008898545,0.00004042272,0.000202161,0.00005814833,0.0001372456],"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":[0.00001377139,0.00002022992,0.0001679231,0.000016662,0.000001749739,0.000001326359,0.00006358988,0.0003818394,0.9954851,0.002533771,0.0001128176,0.001201245],"study_design_scores_gemma":[0.00021861,0.000046956,0.00124531,0.00002993926,0.00001092986,0.00003775811,0.000006532977,0.03033242,0.9661655,0.00003840846,0.001622291,0.0002453252],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810801,0.01388766,0.003409554,0.0002748372,0.0006580221,0.0001511609,0.00003599159,0.0001615889,0.0003411364],"genre_scores_gemma":[0.9920598,0.000009123166,0.006008397,0.00012786,0.0002093732,0.00003716736,0.000004037983,0.00001961,0.001524644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02995058,"threshold_uncertainty_score":0.6218582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00682755693731017,"score_gpt":0.1993898509180813,"score_spread":0.1925622939807711,"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."}}