{"id":"W2995500154","doi":"10.1016/j.jclepro.2019.119730","title":"The microstructure of negative electrocaloric Polyvinylidene fluoride-hexafluoropropylene copolymer on graphene loading for eco-friendly cooling technology","year":2019,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Dielectric materials and actuators","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Office of Energy Research and Development; School of Aerospace Science and Technology; Prince of Songkla University","keywords":"Materials science; Electrocaloric effect; Hexafluoropropylene; Polyvinylidene fluoride; Composite material; Dielectric; Graphene; Curie temperature; Microstructure; Ferroelectricity; Crystallinity; Thin film; Copolymer; Polymer; Optoelectronics; Nanotechnology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003666627,0.0001669659,0.0003235242,0.0002898786,0.00009879118,0.00003265392,0.0001929677,0.0001071151,0.00001851798],"category_scores_gemma":[0.0001817847,0.0001137189,0.0001102062,0.0003523488,0.00004243955,0.0001673666,0.00001195779,0.00026875,0.000003304728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000798927,"about_ca_system_score_gemma":0.00003557553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002990002,"about_ca_topic_score_gemma":0.000002015939,"domain_scores_codex":[0.9988204,0.00002196891,0.0005343152,0.0001488123,0.0001938305,0.0002806202],"domain_scores_gemma":[0.9990566,0.00007905481,0.0003796721,0.0001964104,0.0002508163,0.00003738411],"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":[0.000458893,0.00001861636,0.00005864822,0.00007711833,0.0001326026,9.30785e-7,0.00008253261,0.004064856,0.9703242,0.0004650714,0.001292637,0.02302385],"study_design_scores_gemma":[0.0004380229,0.0006563079,0.0001585518,0.00006777003,0.00004428624,0.00008354074,0.0001475566,0.0003661122,0.9904221,0.00181984,0.005670024,0.0001259337],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944586,0.001097029,0.0007651272,0.0003793614,0.002901478,0.0002793625,0.000003348619,0.00003897174,0.00007675159],"genre_scores_gemma":[0.998,0.0003889308,0.0007470486,0.00001216071,0.0006851958,0.000005219535,0.000001200908,0.00003752387,0.0001227349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02289792,"threshold_uncertainty_score":0.4637324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003127438170404547,"score_gpt":0.1985436421124274,"score_spread":0.1954162039420228,"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."}}