{"id":"W4415686817","doi":"10.1002/pen.70225","title":"Tailoring Carbon Additives Synergy in Co‐Continuous <scp>PVDF</scp> / <scp>PET</scp> Nanocomposites for Enhanced <scp>PEM</scp> Fuel Cell Bipolar Plates","year":2025,"lang":"en","type":"article","venue":"Polymer Engineering and Science","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College Saint-Jean; Université du Québec à Trois-Rivières; Université de Sherbrooke; Université Laval; AS Composite (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nanocomposite; Thermogravimetric analysis; Carbon nanotube; Graphite; Carbon black; Polybutylene terephthalate; Proton exchange membrane fuel cell; Thermal decomposition; Electrical conductor","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008597605,0.0003736905,0.0001328827,0.0002191658,0.0001158779,0.0003257522,0.0001449516,0.0002703234,0.0007047713],"category_scores_gemma":[0.0001387766,0.000148019,0.0001457159,0.0001455715,0.0001210424,0.0002374491,0.000147037,0.0002932037,0.0002566768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001445476,"about_ca_system_score_gemma":0.0001099818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003365987,"about_ca_topic_score_gemma":0.001073429,"domain_scores_codex":[0.9999298,0.000008416506,0.000005569569,0.00001960384,0.00002185525,0.00001479588],"domain_scores_gemma":[0.9999285,0.00001515397,0.00002047707,0.000004197087,0.00001864555,0.00001305169],"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":[0.00002408973,0.00001557625,0.00004411821,0.00002523289,0.000002878732,0.00002108554,0.000005398905,0.00009380218,0.9990145,0.00003204185,0.00001483722,0.0007064918],"study_design_scores_gemma":[0.00000343451,0.00009719341,0.0005314917,0.000003346737,0.000007036338,0.00002395641,0.000009351309,0.0008306475,0.9979709,0.000007283918,0.0005123428,0.000002999961],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965674,0.0003361628,0.001847999,0.00002484444,0.00001277861,0.00001847727,0.00006797501,0.00005232997,0.001071912],"genre_scores_gemma":[0.9973469,0.00021074,0.001824674,0.0000109508,0.000003558352,0.00001896045,0.0000446925,0.00001474992,0.0005248052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007047713,"threshold_uncertainty_score":0.002357662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003859299937557805,"score_gpt":0.192890346103451,"score_spread":0.1890310461658933,"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."}}