{"id":"W1990383509","doi":"10.1007/s10853-015-9024-y","title":"Effects of sonication energy on the dispersion of carbon nanotubes in a vinyl ester matrix and associated thermo-mechanical properties","year":2015,"lang":"en","type":"article","venue":"Journal of Materials Science","topic":"Carbon Nanotubes in Composites","field":"Materials Science","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Materials science; Sonication; Carbon nanotube; Differential scanning calorimetry; Nanocomposite; Composite material; Dispersion (optics); Elastic modulus; Scanning electron microscope; Nanoindentation; Flexural modulus; Glass transition; Flexural strength; Chemical engineering; Polymer; Thermodynamics","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":[0.003704368,0.0001217008,0.0003820961,0.0001919993,0.0000457171,0.00008811267,0.0005907593,0.00006431892,0.000008406816],"category_scores_gemma":[0.001427033,0.00006856584,0.00003857867,0.0003081367,0.0004946684,0.0002662232,0.000210063,0.00006455772,7.805737e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001345171,"about_ca_system_score_gemma":0.0002380837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001627814,"about_ca_topic_score_gemma":0.000009776662,"domain_scores_codex":[0.9977856,0.0003722718,0.0006463375,0.0001781076,0.0008118749,0.000205814],"domain_scores_gemma":[0.9983397,0.00034933,0.0006955581,0.0002140281,0.0003294447,0.00007192037],"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":[0.0002650851,0.0001148073,0.0001329834,0.00003372894,0.00000354775,0.000003524558,0.0004988248,0.00005544364,0.9979147,0.0009143346,0.000008238795,0.000054741],"study_design_scores_gemma":[0.0004935271,0.000540219,0.001771365,0.0004829659,0.00001818964,0.00002042225,0.00009549356,0.0002637405,0.9956881,0.0005439894,0.000005278805,0.00007674757],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983836,0.0004488601,0.000009618249,0.00031406,0.0006673471,0.0001356934,0.000002859038,0.000005638646,0.00003227715],"genre_scores_gemma":[0.9996589,0.00005925846,0.0001804761,0.00003022306,0.00004607637,0.000004375502,1.046696e-7,0.000008237942,0.00001235107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002277336,"threshold_uncertainty_score":0.2796034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01602614388484693,"score_gpt":0.2437024965009776,"score_spread":0.2276763526161307,"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."}}