{"id":"W4408724230","doi":"10.1515/ipp-2024-0173","title":"Development of enhanced co-continuous PVDF/PET nanocomposites via synergistic effects of graphite particle size, hybrid systems, and reduced graphene oxide","year":2025,"lang":"en","type":"article","venue":"International Polymer Processing","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Polytechnique Montréal; Université Laval","funders":"","keywords":"Materials science; Graphene; Nanocomposite; Oxide; Graphite; Particle size; Graphite oxide; Nanotechnology; Composite material; Particle (ecology); Chemical engineering; Metallurgy","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":[0.00009612452,0.0001603104,0.0002801033,0.0001352061,0.00004924035,0.00003674132,0.000166367,0.00002049943,0.00000724053],"category_scores_gemma":[0.00004338431,0.0001665716,0.00002190558,0.0001270333,0.00007543051,0.0001692801,0.00004855447,0.00004541485,0.000001150996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003932067,"about_ca_system_score_gemma":0.00002579114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001054651,"about_ca_topic_score_gemma":7.253122e-7,"domain_scores_codex":[0.9988645,0.00002123614,0.0005647669,0.0001824259,0.0001998624,0.0001671616],"domain_scores_gemma":[0.9994844,0.0001242372,0.0001668496,0.000105907,0.0000875768,0.00003100491],"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":[0.00003353356,0.00004029641,0.0003381438,0.0009879736,0.0001478912,0.000004226669,0.0001595544,0.0005576112,0.9922857,0.0001700341,0.000008875471,0.005266125],"study_design_scores_gemma":[0.0004520321,0.00000979197,0.001449899,0.0009540914,0.0000297632,0.000005229326,0.00003073453,0.00103163,0.9956935,0.0001740487,0.00003138624,0.0001379078],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578378,0.001793412,0.03927268,0.00001199796,0.000560903,0.0001662673,0.00001019316,0.00007319102,0.0002735204],"genre_scores_gemma":[0.9969782,0.00001534757,0.002771687,0.00002864891,0.00002148481,0.00005946398,0.00001015418,0.00002063005,0.0000943519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03914039,"threshold_uncertainty_score":0.6792591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004508597870050234,"score_gpt":0.2433919450447937,"score_spread":0.2388833471747435,"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."}}