{"id":"W2016784311","doi":"10.1155/2011/406087","title":"A Comparative Study of Dispersion Techniques for Nanocomposite Made with Nanoclays and an Unsaturated Polyester Resin","year":2011,"lang":"en","type":"article","venue":"Journal of Nanomaterials","topic":"Polymer Nanocomposites and Properties","field":"Materials Science","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Rheology; Nanocomposite; Composite material; Differential scanning calorimetry; Polymer; Dispersion (optics); Shear thinning; Scanning electron microscope; Mixing (physics); Polyester; Characterization (materials science); Nanotechnology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006084187,0.0002118235,0.0007154369,0.000170075,0.0001254116,0.0001044191,0.0002845491,0.00007212896,0.00004695048],"category_scores_gemma":[0.0000057084,0.0001262366,0.00004813803,0.00009814529,0.0001156056,0.0006427949,0.00006073785,0.00004595295,0.000001286009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002175818,"about_ca_system_score_gemma":0.00005756702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001428596,"about_ca_topic_score_gemma":0.0000194315,"domain_scores_codex":[0.9983656,0.0002489114,0.0007407311,0.0002026654,0.0002223868,0.0002197252],"domain_scores_gemma":[0.998506,0.00005038295,0.0008582075,0.0001985334,0.0002784048,0.0001084873],"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":[0.005042066,0.000505402,0.002107011,0.00004927504,0.00005082115,0.00001428519,0.006870534,6.465341e-7,0.9851128,0.00002067944,0.00002673704,0.0001997841],"study_design_scores_gemma":[0.001358431,0.009912613,0.004857612,0.0001893108,0.0001201627,0.000173351,0.00102184,0.000004460237,0.9820233,0.00004534387,0.0001139132,0.0001796547],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984724,0.0004263349,0.00008500932,0.00001993672,0.0001858961,0.0007003049,0.00003459841,0.00002419359,0.00005131249],"genre_scores_gemma":[0.9897227,0.00002366009,0.01005817,0.00002350068,0.00009374024,0.00001776285,0.000002029993,0.00002024098,0.00003816913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009973158,"threshold_uncertainty_score":0.5147779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04547560775190291,"score_gpt":0.2901776440336721,"score_spread":0.2447020362817692,"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."}}