{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005171103,0.0006161403,0.0006858541,0.000906351,0.0002336321,0.00036742,0.000590325,0.0002365051,0.000002673304],"category_scores_gemma":[0.0004682484,0.000614071,0.0001226141,0.001158715,0.000241282,0.0004387916,0.000160363,0.0003988773,0.000009305378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001136812,"about_ca_system_score_gemma":0.00008756585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008891006,"about_ca_topic_score_gemma":0.000007395859,"domain_scores_codex":[0.9968241,0.00002750528,0.000631085,0.0008051419,0.0003422374,0.001369872],"domain_scores_gemma":[0.9977973,0.001329491,0.0001042792,0.0003897106,0.0000820478,0.0002971414],"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":[0.000001382486,0.0000429757,0.0002199272,0.001232003,0.00005599899,0.00002085788,0.00137788,0.04269643,0.9536661,0.0001800457,0.0002012307,0.0003051716],"study_design_scores_gemma":[0.0006649795,0.00007704167,0.0005664639,0.000404196,0.00004444978,0.00001395532,0.0005530529,0.06831401,0.9168893,0.00005267069,0.01229351,0.000126413],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9275069,0.05420217,0.000665613,0.000009126768,0.00190498,0.0004354461,0.0000723434,0.0005708124,0.0146326],"genre_scores_gemma":[0.9921049,0.003528136,0.00096606,0.00002622441,0.0001625281,0.0001551168,0.00002102364,0.00009521614,0.002940725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06459805,"threshold_uncertainty_score":0.999631,"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."}}