{"id":"W1503517951","doi":"10.3390/catal5031046","title":"Novel Mesoporous Carbon Supports for PEMFC Catalysts","year":2015,"lang":"en","type":"article","venue":"Catalysts","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Ballard Power Systems (Canada); University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; Ballard Power Systems","keywords":"Proton exchange membrane fuel cell; Materials science; Nanoporous; Carbon fibers; Mesoporous material; Catalysis; Colloid; Chemical engineering; Nanotechnology; Nanoparticle; Chemistry; Composite material; Organic chemistry","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":[0.0007681694,0.0005062894,0.0005989652,0.0003326972,0.0001432902,0.00005895627,0.0006658784,0.0003206738,0.00001698275],"category_scores_gemma":[0.0004847046,0.0005053614,0.0002867812,0.0005770816,0.0001219835,0.0003419527,0.0001919528,0.0002238526,0.0001779146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007357448,"about_ca_system_score_gemma":0.0005605422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00581873,"about_ca_topic_score_gemma":0.002439641,"domain_scores_codex":[0.9966529,0.00004184898,0.0006065618,0.0008936354,0.0008201671,0.0009849028],"domain_scores_gemma":[0.9971297,0.0001086638,0.0002833888,0.001231129,0.0006184477,0.0006287018],"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":[0.002480031,0.002431887,0.004887399,0.0009958898,0.002692021,0.0009513148,0.009689403,0.003813417,0.5511883,0.07274456,0.2875026,0.06062325],"study_design_scores_gemma":[0.006616106,0.0005498423,0.0004726955,0.00007277131,0.0007216196,0.0006959775,0.0005707356,0.001919603,0.7650097,0.002891742,0.2186239,0.0018553],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8657628,0.002264999,0.001567412,0.001510586,0.004261893,0.001528732,0.00006331565,0.001648343,0.1213919],"genre_scores_gemma":[0.9892788,0.000007497101,0.0008060751,0.000238661,0.0005543819,0.0001705969,0.001814884,0.0001583236,0.006970802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2138214,"threshold_uncertainty_score":0.9997398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02244243296049968,"score_gpt":0.2477496314016479,"score_spread":0.2253071984411482,"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."}}