{"id":"W4406510465","doi":"10.1016/j.carbon.2024.119863","title":"THE USE OF CARBONIZED BAMBOO FIBERS AND THE SURFACE MODIFICATION OF ELECTRODE MATERIALS IN POLYMER ELECTROLYTE FUEL CELLS","year":2025,"lang":"en","type":"article","venue":"Carbon","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Carbonization; Electrolyte; Materials science; Surface modification; Electrode; Polymer; Bamboo; Fuel cells; Composite material; Chemical engineering; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002300948,0.0002940816,0.000160318,0.0002901503,0.0002312801,0.0004926728,0.0002954919,0.0006470553,0.0005453666],"category_scores_gemma":[0.0003254039,0.000171945,0.0001931089,0.0002035585,0.0003919926,0.0005116942,0.0001382053,0.0005255322,0.0001606711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002245159,"about_ca_system_score_gemma":0.0001370217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004983444,"about_ca_topic_score_gemma":0.0009378185,"domain_scores_codex":[0.9999,0.0000152134,0.000005378077,0.00002083496,0.00004120482,0.00001734679],"domain_scores_gemma":[0.9999058,0.0000429443,0.00001418491,0.00001083304,0.00001697393,0.000009308113],"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":[0.00005405966,0.00002508411,0.0001257434,0.00009529862,0.000007051882,0.0000785421,0.00001781266,0.0002826315,0.9913356,0.0007349253,0.00004734209,0.007196083],"study_design_scores_gemma":[0.000003164107,0.00006306537,0.0005141628,0.000004727387,0.000003695686,0.00008244406,0.000007492953,0.0006610638,0.9969086,0.0001063948,0.001640804,0.000004400903],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9553511,0.0207305,0.01616651,0.0004844187,0.0003162214,0.00004101451,0.0001734192,0.00009334569,0.006643496],"genre_scores_gemma":[0.9839522,0.005385343,0.00791556,0.00007239228,0.00006035579,0.00001336231,0.00008897866,0.00001888066,0.002492953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006470553,"threshold_uncertainty_score":0.001824379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007132440941932139,"score_gpt":0.1889485171683332,"score_spread":0.1818160762264011,"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."}}