{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002713352,0.0001968792,0.0002009635,0.0001621448,0.0003507908,0.0002931364,0.0002640735,0.00004850637,0.00000569843],"category_scores_gemma":[0.00003199428,0.000162299,0.0000317271,0.00033946,0.0001995775,0.0003972357,0.00007226021,0.00007057456,0.000001916746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001407767,"about_ca_system_score_gemma":0.00005254993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004693154,"about_ca_topic_score_gemma":9.205031e-7,"domain_scores_codex":[0.9986767,0.000005794973,0.0001791521,0.0004308535,0.0001980684,0.0005094581],"domain_scores_gemma":[0.9994703,0.00007895145,0.00004763019,0.0001710112,0.00003491731,0.0001971798],"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":[0.00001388427,0.00001387271,0.00006540899,0.00002489899,0.000002187541,6.604809e-7,0.0004805469,0.00002962621,0.9916509,0.0008933158,0.00000751452,0.006817205],"study_design_scores_gemma":[0.0002621271,0.0001375551,0.001605915,0.00006152175,0.00001654716,0.00007736401,0.00003167125,0.009039084,0.9878565,0.00001528537,0.000635521,0.000260907],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781201,0.01840272,0.002095603,0.0006489284,0.000277583,0.0001455064,0.0000185277,0.0001274915,0.0001635128],"genre_scores_gemma":[0.9902301,0.0000396906,0.009104935,0.0003274441,0.00009084914,0.00001414529,0.00000108479,0.00001167126,0.0001801143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01836303,"threshold_uncertainty_score":0.6618361,"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."}}