{"id":"W7132943496","doi":"","title":"An Investigation on Advanced Functional Carbonaceous Materials for High Performance Composites in Fuel Cell Applications","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fabrication; Porosity; Composite number; Decoupling (probability); Flexural strength; Carbon fibers; Polymer; Specific strength; Fuel cells","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001303905,0.0002395294,0.0001126646,0.0002214709,0.0001870593,0.0003425576,0.0001248642,0.0003901692,0.0009781258],"category_scores_gemma":[0.0000979207,0.0001056945,0.0002086528,0.0001950315,0.0001044055,0.0003022383,0.00009147882,0.0003843541,0.0002465841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001457401,"about_ca_system_score_gemma":0.0002105064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001720917,"about_ca_topic_score_gemma":0.0006030509,"domain_scores_codex":[0.9999229,0.000007114162,0.000003129952,0.00001432097,0.00003999563,0.00001247782],"domain_scores_gemma":[0.9999391,0.00001281045,0.00001125154,0.000003990881,0.00002518519,0.000007808439],"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":[0.00001488907,0.00002632094,0.0001097576,0.0002001474,0.000004203746,0.00007233115,0.00001833533,0.000159978,0.9931574,0.0006932843,0.0001111808,0.005431984],"study_design_scores_gemma":[0.000002927935,0.0002374778,0.001164388,0.00002164004,0.00001442267,0.0001885652,0.00003929975,0.001117528,0.9878008,0.0001183869,0.00928886,0.000005690045],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9476365,0.01648242,0.01405601,0.0004563005,0.000170507,0.0001013011,0.0001934871,0.00009919528,0.0208043],"genre_scores_gemma":[0.9676906,0.007891625,0.01741011,0.0001253545,0.00002581028,0.00004679387,0.0001304115,0.00002291703,0.006656357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009781258,"threshold_uncertainty_score":0.003272116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01293242884789236,"score_gpt":0.2512468591625877,"score_spread":0.2383144303146953,"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."}}