{"id":"W2745537268","doi":"10.1002/aic.15936","title":"Ultrasound–assisted synthesis and characterization of polymethyl methacrylate/reduced graphene oxide nanocomposites","year":2017,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Electromagnetic wave absorption materials","field":"Materials Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Nanocomposite; Graphene; Materials science; Oxide; Glass transition; Ultimate tensile strength; Polymer; Composite material; Sonication; In situ polymerization; Emulsion polymerization; Polymer nanocomposite; Chemical engineering; Polymerization; Nanotechnology","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":[0.001184105,0.000180558,0.00038492,0.0001399638,0.0005334641,0.0005265309,0.0004484806,0.0001045381,0.0006713152],"category_scores_gemma":[0.0005767047,0.0001541944,0.00008000338,0.00006529396,0.0002330283,0.0005449956,0.00007924246,0.0001115962,0.00002165322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000025964,"about_ca_system_score_gemma":0.000055496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006351902,"about_ca_topic_score_gemma":0.000003089989,"domain_scores_codex":[0.9983386,0.0002939617,0.0005444703,0.0002261235,0.0002984212,0.0002984169],"domain_scores_gemma":[0.998014,0.0002273317,0.001032511,0.0004164971,0.0001676658,0.0001420319],"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":[0.00006707185,0.00004316742,0.0014117,0.00002178554,0.00003136693,0.000005621558,0.00008539621,3.93584e-7,0.9973357,0.0001092209,0.00002381527,0.0008647475],"study_design_scores_gemma":[0.0002293973,0.0000675902,0.259443,0.00006096332,0.0000667011,0.0004082873,0.00001300549,0.000002916968,0.7391455,0.0004131215,0.00002687934,0.0001226335],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998586,0.0001316021,0.0001778339,0.0004187118,0.000371285,0.0001153546,0.00002860294,0.00002754282,0.0001430963],"genre_scores_gemma":[0.9945229,0.0002484042,0.004881616,0.00004941637,0.0001376693,0.000008096548,0.000003168618,0.00002318808,0.0001255357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2581902,"threshold_uncertainty_score":0.7350431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01648063625987179,"score_gpt":0.2563028013429575,"score_spread":0.2398221650830857,"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."}}