{"id":"W4404344825","doi":"10.1016/j.renene.2024.120155","title":"Anisotropically layered 2D-3D biocarbon-carbon functionality in sustainable high-performance composite for bipolar plates in fuel cell","year":2024,"lang":"en","type":"article","venue":"Renewable Energy","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Ontario Ministry of Research and Innovation; Natural Sciences and Engineering Research Council of Canada","keywords":"Composite number; Carbon fibers; Materials science; Fuel cells; Composite material; Engineering; Chemical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0001742749,0.0002245386,0.0002938389,0.0002594167,0.00003450507,0.00008647326,0.0001252457,0.0002437097,0.00004067401],"category_scores_gemma":[0.000005593043,0.0002126769,0.00004666662,0.0004317832,0.00002261403,0.0001445249,0.00004306922,0.0001223892,0.000004941057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002485123,"about_ca_system_score_gemma":0.00006295388,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009183351,"about_ca_topic_score_gemma":0.0004000317,"domain_scores_codex":[0.9986647,0.00002916094,0.0003735595,0.0002979473,0.0001225744,0.0005120657],"domain_scores_gemma":[0.9996203,0.00008243434,0.00002360977,0.0001806971,0.00003039144,0.00006262757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005472376,0.00004203267,0.000268821,0.002898247,0.00002904034,0.00004201032,0.0000404601,0.9228171,0.07314803,0.0003643545,0.0001889602,0.0001062596],"study_design_scores_gemma":[0.00104442,0.000128069,0.0004983433,0.0002294294,0.00002316365,0.000004965355,0.00003845034,0.6748255,0.1755192,0.002009258,0.1452281,0.0004511009],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9185674,0.0612974,0.0007844809,0.00006388662,0.001804207,0.0002887622,0.00003011235,0.0004824146,0.0166813],"genre_scores_gemma":[0.9875044,0.008478791,0.0005508829,0.00002088377,0.0001591128,0.00007702091,0.00006920227,0.00006344209,0.003076303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2479915,"threshold_uncertainty_score":0.9974146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004510743872076088,"score_gpt":0.1769069788139815,"score_spread":0.1723962349419055,"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."}}