{"id":"W7018024789","doi":"","title":"Clay dispersion using Extensional Flow Mixer for polymer nanocomposites","year":2006,"lang":"en","type":"article","venue":"NPARC","topic":"Polymer Nanocomposites and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council Canada","keywords":"Dispersion (optics); Extensional definition; Polymer; Flow (mathematics); Nanocomposite","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001348871,0.0001646915,0.0001923632,0.00005859335,0.0003322518,0.0001015934,0.0001847822,0.00007241072,0.0009319547],"category_scores_gemma":[0.000006112742,0.0001255887,0.0001165458,0.00007943113,0.00009642119,0.000194728,0.00007783464,0.00004474496,0.00008601685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003327685,"about_ca_system_score_gemma":0.00003739243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001377925,"about_ca_topic_score_gemma":0.000003702832,"domain_scores_codex":[0.9988179,0.00004078062,0.0002331256,0.0003059251,0.0002212401,0.0003810724],"domain_scores_gemma":[0.999532,0.00007483257,0.00006686476,0.0001970971,0.00006350565,0.00006569278],"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":[0.0001096986,0.00006168211,0.000266416,0.00001640925,0.0000037679,0.000002441585,0.00003495334,0.0001111751,0.9949412,0.0006946683,0.002537889,0.001219751],"study_design_scores_gemma":[0.0003897535,0.00005793148,0.0002188459,0.00004082439,0.00002534981,0.00002269434,0.000007862157,0.01159048,0.9808254,0.001008247,0.005604585,0.0002079983],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923779,0.001479002,0.002433243,0.0003705836,0.0005238134,0.0002462827,0.00007618657,0.00008048064,0.002412499],"genre_scores_gemma":[0.9601501,0.000004427905,0.03665342,0.0003178713,0.0004257127,0.00002180394,0.00003029856,0.00002913058,0.002367255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03422018,"threshold_uncertainty_score":0.9999813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01617776734637305,"score_gpt":0.2357153364973312,"score_spread":0.2195375691509582,"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."}}