{"id":"W4239077011","doi":"10.1149/ma2006-01/5/293","title":"A Novel Process for Fabricating Membrane-Electrode Assemblies with Low Platinum Loading for Use in PEM Fuel Cells","year":2006,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Proton exchange membrane fuel cell; Platinum; Electrode; Materials science; Membrane; Fuel cells; Process (computing); Chemical engineering; Nanotechnology; Chemistry; Computer science; Engineering; Catalysis; Organic chemistry; Biochemistry","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":[0.0002587726,0.0004207481,0.0003444128,0.0002961081,0.0003377631,0.000419893,0.0004218169,0.000576454,0.001443944],"category_scores_gemma":[0.0003686814,0.0003697967,0.0002914801,0.0002239773,0.0002234123,0.000852665,0.0004113302,0.0007880225,0.0009147744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001215008,"about_ca_system_score_gemma":0.0001674763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009883112,"about_ca_topic_score_gemma":0.0002647518,"domain_scores_codex":[0.999845,0.00001813397,0.00001658373,0.00004196307,0.00005888674,0.00001938354],"domain_scores_gemma":[0.9998753,0.00003112938,0.00003571702,0.00002039211,0.00002155932,0.00001577275],"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":[0.00001763211,0.00001674073,0.00002171792,0.0000527857,0.000002557658,0.00003875421,0.00001351447,0.00004111221,0.9959025,0.0001214754,0.00006622445,0.003704876],"study_design_scores_gemma":[0.000009176308,0.00008196799,0.0001877299,0.000004230364,0.000008297324,0.0001899714,0.000006123533,0.0004455819,0.9955457,0.0000576349,0.003459245,0.000004289306],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.642005,0.007570412,0.338735,0.0006554416,0.0007031004,0.0004129512,0.0006337927,0.001135792,0.008148555],"genre_scores_gemma":[0.7675682,0.003893604,0.2176446,0.0002247367,0.0001506085,0.0003037328,0.0006420783,0.0002424598,0.009329982],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001443944,"threshold_uncertainty_score":0.00483048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01277527515027244,"score_gpt":0.2197792661943782,"score_spread":0.2070039910441058,"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."}}