{"id":"W2902415494","doi":"10.1016/j.apsusc.2018.11.218","title":"Effect of grain boundaries on the interfacial behaviour of graphene-polyethylene nanocomposite","year":2018,"lang":"en","type":"article","venue":"Applied Surface Science","topic":"Graphene research and applications","field":"Materials Science","cited_by":148,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Nanocomposite; Materials science; Graphene; Grain boundary; Polyethylene; Interphase; Molecular dynamics; Toughness; Composite material; Nanotechnology; Microstructure; Chemistry","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003059917,0.0001553765,0.0002327589,0.0001107002,0.0008671727,0.0001461534,0.00123484,0.00004053277,0.0001420033],"category_scores_gemma":[0.0001116004,0.00009746915,0.00006831173,0.001232911,0.008835215,0.0001126938,0.000248311,0.0001145326,0.0001078861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002449705,"about_ca_system_score_gemma":0.0002125503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001987475,"about_ca_topic_score_gemma":0.00002532368,"domain_scores_codex":[0.9978762,0.0001131602,0.0002865108,0.0004122886,0.0008539978,0.0004578335],"domain_scores_gemma":[0.9986158,0.0002499011,0.0001725455,0.0006514793,0.0001978975,0.0001123752],"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":[0.000111368,0.00004499182,0.0006458745,0.00001161753,0.000002739826,1.249571e-7,0.0003494031,0.00000730533,0.9611961,0.03680316,0.0002440456,0.0005832713],"study_design_scores_gemma":[0.0001829885,0.0005678304,0.002241312,0.00001925223,0.000008369919,7.903027e-7,0.00007824208,0.00003181979,0.9948295,0.001689813,0.0002558006,0.00009428363],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958279,0.00003055622,0.0004513575,0.0002202263,0.0002145254,0.0005322465,0.00003977352,0.00003319742,0.002650268],"genre_scores_gemma":[0.9991326,0.000004226651,0.0007121906,0.00003531111,0.00002200821,0.00004004755,0.000001118873,0.000008843033,0.00004361075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03511334,"threshold_uncertainty_score":0.9938622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01191219041525692,"score_gpt":0.2886843412576337,"score_spread":0.2767721508423768,"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."}}