{"id":"W2084081697","doi":"10.1002/pc.21128","title":"The effect of electric field parameters on the resistivity and induced percolation time of carbon black‐filled polystyrene composites","year":2011,"lang":"en","type":"article","venue":"Polymer Composites","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Materials science; Composite material; Percolation threshold; Carbon black; Electric field; Percolation (cognitive psychology); Polystyrene; Composite number; Electrical resistivity and conductivity; Polymer; Electrical engineering","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":[0.0003120285,0.0001314691,0.0001914609,0.00004098047,0.0001389649,0.00001660921,0.0001691825,0.00005482029,0.00006360836],"category_scores_gemma":[0.0000666072,0.00007669276,0.00005145178,0.0001732974,0.0001849449,0.00005253157,0.00008469576,0.00007829764,0.0000123484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002407285,"about_ca_system_score_gemma":0.000003395029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002366539,"about_ca_topic_score_gemma":0.00004155799,"domain_scores_codex":[0.9989531,0.0003198981,0.0002147621,0.0001688385,0.0001926562,0.0001507601],"domain_scores_gemma":[0.9983732,0.001153729,0.0001755967,0.0002602499,0.000006444378,0.00003082193],"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":[0.0003046639,0.00001563323,0.205158,0.00000543616,0.00002527018,2.018681e-7,0.0001787781,0.000002723968,0.7936147,0.00004855267,0.0000123515,0.0006336869],"study_design_scores_gemma":[0.0001532931,0.0005546822,0.2253888,0.00001325809,0.00004147997,0.000002747611,0.000007657003,0.0007438178,0.7729904,0.00004048055,9.557673e-7,0.00006247988],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980731,0.00008905261,0.000003984529,0.0001051339,0.00007223253,0.000289991,0.000001970089,0.000016674,0.001347863],"genre_scores_gemma":[0.999881,0.000005713854,0.00004697745,0.00002294511,0.00001041441,0.00001116821,0.000001274725,0.000008721688,0.0000118007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02062429,"threshold_uncertainty_score":0.3577515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007922399616352577,"score_gpt":0.1913133980989626,"score_spread":0.18339099848261,"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."}}