{"id":"W4294203272","doi":"10.1016/j.susmat.2022.e00487","title":"Graphene: A multifunctional additive for sustainability","year":2022,"lang":"en","type":"article","venue":"Sustainable materials and technologies","topic":"Polymer crystallization and properties","field":"Materials Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure; NanoXplore (Canada)","funders":"","keywords":"Graphene; High-density polyethylene; Materials science; Rheology; Composite material; Scanning electron microscope; Viscosity; Filler (materials); Polyethylene; Thermal; 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":[0.0005941252,0.0001517749,0.0002114839,0.0001529182,0.001093818,0.0001630434,0.0002287028,0.0000645258,0.0008352073],"category_scores_gemma":[0.000464433,0.0001311293,0.00003507945,0.0001935723,0.0003182777,0.0001952929,0.000614687,0.00006322757,0.000001666594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001487299,"about_ca_system_score_gemma":0.0001403353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001445209,"about_ca_topic_score_gemma":0.000002123317,"domain_scores_codex":[0.9987198,0.00008619088,0.0002284783,0.0003568818,0.0001598834,0.0004487521],"domain_scores_gemma":[0.9993297,0.00008070646,0.0001030946,0.0002169665,0.0002444695,0.00002502236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008832947,0.0001685967,0.0001827827,0.0006354485,0.00002779834,0.00002721032,0.0007399834,0.00008488535,0.4380626,0.5497539,0.003591175,0.005842257],"study_design_scores_gemma":[0.000599359,0.0003624716,0.0001046952,0.000003711875,0.00001628425,0.00001675928,0.06990928,0.00002815253,0.5793217,0.2206788,0.1286836,0.0002751989],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921735,0.001077442,0.0012284,0.002168063,0.0003511667,0.001149524,0.0005632393,0.001039199,0.0002494584],"genre_scores_gemma":[0.9951446,0.0000361268,0.0004710332,0.0000848499,0.00002194537,0.00179515,0.00005150579,0.00001672967,0.002378042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3290751,"threshold_uncertainty_score":0.9144935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009558595757029432,"score_gpt":0.2269365258868546,"score_spread":0.2173779301298252,"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."}}