{"id":"W1995432331","doi":"10.1016/s0013-4686(01)00511-4","title":"Modification of carbon supported catalysts to improve performance in gas diffusion electrodes","year":2001,"lang":"en","type":"article","venue":"Electrochimica Acta","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":94,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Catalysis; Wetting; Chemistry; Nitric acid; Diffusion; Deposition (geology); Inorganic chemistry; Oxygen; Carbon fibers; Electrode; Chemical engineering; Gaseous diffusion; Layer (electronics); Conductivity; Materials science; Organic chemistry; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001363279,0.0003349115,0.0002767093,0.0002314522,0.0001922204,0.0004853938,0.0005086649,0.0006976448,0.0009778664],"category_scores_gemma":[0.0004072042,0.0002241713,0.0002758313,0.0002303397,0.0001609947,0.0003732001,0.0001345288,0.000556069,0.0003151453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002525431,"about_ca_system_score_gemma":0.0001048139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000440129,"about_ca_topic_score_gemma":0.0009352512,"domain_scores_codex":[0.9998429,0.00001541804,0.00001716104,0.00002907469,0.00006566878,0.00002978977],"domain_scores_gemma":[0.9998783,0.0000276153,0.0000235873,0.00002000317,0.00003449658,0.00001600953],"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":[0.00007279856,0.00004523956,0.00008526783,0.00004842511,0.00001138962,0.00004440358,0.00001292633,0.0001607742,0.9953945,0.0001108292,0.00006915507,0.003944341],"study_design_scores_gemma":[0.000003363123,0.00004175963,0.0002118247,0.000001022768,0.000005679534,0.00002665212,0.000002552064,0.000415887,0.9988159,0.00001563238,0.0004575446,0.000002184493],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9901161,0.00211619,0.004997913,0.0002102065,0.0001406289,0.00002885961,0.0001263738,0.0001697685,0.002093961],"genre_scores_gemma":[0.9942901,0.0006059761,0.002637497,0.00005515774,0.00002045132,0.00001029917,0.0001725674,0.00004471135,0.002163203],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0009778664,"threshold_uncertainty_score":0.003271341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005108030906443534,"score_gpt":0.1961632443056344,"score_spread":0.1910552133991909,"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."}}