{"id":"W3164665267","doi":"10.1002/pat.5376","title":"Highly electro‐responsive composite gel based on functionally tuned graphene filled polyvinyl chloride","year":2021,"lang":"en","type":"article","venue":"Polymers for Advanced Technologies","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Guangdong Science and Technology Department","keywords":"Materials science; Polyvinyl chloride; Graphene; Composite number; Adipate; Composite material; Artificial muscle; Elongation; Polyvinyl butyral; Oxide; Actuator; Chemical engineering; Nanotechnology; Ultimate tensile strength","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006371814,0.0004034702,0.0004528128,0.0003214503,0.0002168687,0.00004725581,0.0002602368,0.0002110402,0.00003310156],"category_scores_gemma":[0.000457552,0.0004104451,0.0001821437,0.0005354888,0.0001263207,0.0001812859,0.00004718301,0.0002174948,0.00001184025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001261566,"about_ca_system_score_gemma":0.00004402668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003842842,"about_ca_topic_score_gemma":0.000006415646,"domain_scores_codex":[0.9982759,0.00002146152,0.0003566472,0.0004749882,0.0002123685,0.0006586701],"domain_scores_gemma":[0.9987496,0.0004319556,0.00008751217,0.0005433484,0.0001247068,0.0000629427],"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":[0.0005873232,0.00003505897,0.0000224196,0.00005113126,0.00007472253,0.00002331849,0.000008625068,0.150001,0.8363469,0.00269576,0.0001252023,0.01002858],"study_design_scores_gemma":[0.001317186,0.0001969482,0.0001398253,0.00006867902,0.00003256627,0.00001195183,0.000150117,0.003290033,0.9832525,0.003766604,0.007298148,0.000475504],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8717991,0.003289928,0.103801,0.001927711,0.002503561,0.0007091789,0.000386615,0.01283517,0.00274776],"genre_scores_gemma":[0.9746855,0.0002403316,0.0235492,0.0002156795,0.00005579642,0.0003041842,0.0001980573,0.0001106208,0.0006406712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1469056,"threshold_uncertainty_score":0.9998347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008141786953578097,"score_gpt":0.2146010923573456,"score_spread":0.2064593054037675,"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."}}