{"id":"W3195291835","doi":"10.1039/d1mh00268f","title":"Scalable nanoporous carbon films allow line-of-sight 3D atomic layer deposition of Pt: towards a new generation catalyst layer for PEM fuel cells","year":2021,"lang":"en","type":"article","venue":"Materials Horizons","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Division of Electrical, Communications and Cyber Systems; Volkswagen Aktiengesellschaft; University of Alberta; Volkswagen of America; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Canada Research Chairs; Ministry of Education, Culture, Sports, Science and Technology; National Science Foundation","keywords":"Nanoporous; Materials science; Atomic layer deposition; Chemical engineering; Nanoparticle; Nucleation; Dispersity; Proton exchange membrane fuel cell; Catalysis; Nanotechnology; Layer (electronics); Fuel cells; Chemistry; Polymer 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":[0.0002895168,0.0003264382,0.0006502369,0.0001547911,0.00009191658,0.00006273643,0.0002390525,0.0003139065,0.0003894838],"category_scores_gemma":[0.00006442607,0.000329616,0.0001822752,0.0003142141,0.00004208894,0.0001857228,0.0001084662,0.00007277155,0.00002231801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001654573,"about_ca_system_score_gemma":0.0004602341,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009427869,"about_ca_topic_score_gemma":0.003000278,"domain_scores_codex":[0.9977331,0.0001381694,0.0007683378,0.0005221062,0.000395674,0.000442659],"domain_scores_gemma":[0.9984409,0.00004762645,0.0003783464,0.0005985445,0.0004081359,0.0001264673],"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":[0.0001675902,0.0001230529,0.00001045172,0.0002324728,0.0001560443,0.00001429694,0.0002356902,0.0008193097,0.9953352,0.0009757041,0.000998413,0.0009318168],"study_design_scores_gemma":[0.0009396221,0.0003264304,0.00001648118,0.00006909942,0.0002643568,0.00002114786,0.00003810328,0.00118037,0.9940425,0.0002091175,0.002568164,0.0003245783],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949819,0.0004496056,0.001140582,0.0001295174,0.001486184,0.0003083656,0.00009247512,0.00008952084,0.001321786],"genre_scores_gemma":[0.9892272,0.000124374,0.005928334,0.00004245929,0.0005340444,0.00006379416,0.001641209,0.00009102761,0.002347497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00642759,"threshold_uncertainty_score":0.9999156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01763558851646076,"score_gpt":0.2340367608088994,"score_spread":0.2164011722924386,"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."}}