{"id":"W1992655603","doi":"10.1016/j.jpowsour.2007.11.036","title":"High loading and monodispersed Pt nanoparticles on multiwalled carbon nanotubes for high performance proton exchange membrane fuel cells","year":2007,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":162,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"X-ray photoelectron spectroscopy; Materials science; Nanoparticle; Chemical engineering; Carbon nanotube; Proton exchange membrane fuel cell; Electrocatalyst; Carbon fibers; Transmission electron microscopy; Composite number; Electrode; Nanotechnology; Electrochemistry; Chemistry; Composite material; Fuel cells; Physical chemistry","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":[0.0001825296,0.0003190578,0.000345283,0.0002603944,0.0002906321,0.0006367887,0.0003524042,0.0006800299,0.0007376623],"category_scores_gemma":[0.000450092,0.0003259168,0.0001662682,0.0001582028,0.0002156811,0.0005402601,0.0002262225,0.0003528392,0.0003755206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006399698,"about_ca_system_score_gemma":0.0001819296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007324486,"about_ca_topic_score_gemma":0.001228723,"domain_scores_codex":[0.9998374,0.00001897263,0.00001569815,0.00004018049,0.0000637983,0.00002395306],"domain_scores_gemma":[0.9998228,0.00005181454,0.00002973433,0.00002134048,0.00005481565,0.00001959677],"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":[0.0001347232,0.00004840134,0.00008130846,0.00003508716,0.000006108273,0.00002980487,0.00001890546,0.0005359245,0.9966875,0.0001145423,0.0001026427,0.002205177],"study_design_scores_gemma":[0.000006151051,0.00004602382,0.0001277495,0.000001014125,0.000003492771,0.000007822321,0.000003976488,0.001295968,0.9983653,0.00001278104,0.0001277672,0.000001941298],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956362,0.0005229302,0.002412761,0.0001102462,0.00004755549,0.00001973994,0.00009452635,0.0001054147,0.001050618],"genre_scores_gemma":[0.9968471,0.000168911,0.001577746,0.00002237128,0.00001127861,0.00001286676,0.00006144641,0.0000394611,0.001258818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007376623,"threshold_uncertainty_score":0.004643381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008044937348460783,"score_gpt":0.2122080974269668,"score_spread":0.204163160078506,"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."}}