{"id":"W2167535833","doi":"10.1002/pen.20078","title":"The design and performance of a new miniature mixer for specialty polymer blends and nanocomposites","year":2004,"lang":"en","type":"article","venue":"Polymer Engineering and Science","topic":"Polymer crystallization and properties","field":"Materials Science","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Plastics extrusion; Mixing (physics); Dispersion (optics); Nanofiber; Polymer; Composite material; Nanocomposite","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003163597,0.0001084313,0.0001121576,0.0000628394,0.000308372,0.0001426648,0.0001524959,0.00002918107,0.000004059601],"category_scores_gemma":[0.00003170503,0.00007143653,0.00001253062,0.0001670714,0.0003743183,0.0002350681,0.00005926986,0.00003766445,4.689693e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008134799,"about_ca_system_score_gemma":0.0001143295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003538319,"about_ca_topic_score_gemma":0.000002263715,"domain_scores_codex":[0.9992508,0.000007364396,0.0001367117,0.0002049114,0.0001528953,0.0002472616],"domain_scores_gemma":[0.9996287,0.00007168305,0.00004075158,0.0001116645,0.00002642791,0.0001207493],"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":[0.000036719,0.000003938826,0.000141822,0.00003011073,0.000002356438,1.394078e-7,0.001199007,0.0001971528,0.9934835,0.001751672,0.00001117276,0.003142415],"study_design_scores_gemma":[0.0002620579,0.0001091666,0.001005981,0.00004397192,0.000008364065,0.00001731473,0.00004481839,0.004303816,0.9936366,0.00003271379,0.0004237998,0.0001113942],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779333,0.01617066,0.005157589,0.0003607604,0.000186002,0.0001232354,0.00000422151,0.00002756376,0.00003659435],"genre_scores_gemma":[0.9959789,0.0003109905,0.003158001,0.00004761799,0.00004978646,0.000008031828,2.44578e-7,0.000007730357,0.0004387225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0180455,"threshold_uncertainty_score":0.2913097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01227237832032857,"score_gpt":0.210248174842888,"score_spread":0.1979757965225594,"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."}}