{"id":"W1996969295","doi":"10.1016/j.electacta.2006.10.049","title":"Homogeneous platinum deposition on chemically modified carbon nanostructures as catalysts for PEMFCs","year":2006,"lang":"en","type":"article","venue":"Electrochimica Acta","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Homogeneous; Platinum; Deposition (geology); Catalysis; Nanostructure; Chemical engineering; Materials science; Carbon fibers; Electrochemistry; Nanotechnology; Chemistry; Inorganic chemistry; Electrode; Composite number; Physical chemistry; 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":[0.0001527238,0.0001700959,0.0003231218,0.0002795223,0.0002076169,0.0003953925,0.0004901953,0.000458919,0.0009359224],"category_scores_gemma":[0.0003922846,0.0002502178,0.0001741512,0.0001833171,0.0002091601,0.0003377729,0.0002335383,0.00037793,0.0003293963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005487496,"about_ca_system_score_gemma":0.0001325633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008632737,"about_ca_topic_score_gemma":0.001627562,"domain_scores_codex":[0.9998437,0.00001186175,0.000009265804,0.00004367518,0.00006412646,0.00002724379],"domain_scores_gemma":[0.9999202,0.00002109804,0.00001130111,0.00001679761,0.00002257048,0.000008042536],"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":[0.00007273317,0.00001419027,0.00008658168,0.00007019232,0.000008390972,0.00005118101,0.00002555347,0.0004952749,0.9947423,0.0002916633,0.0001261351,0.004015811],"study_design_scores_gemma":[0.00000553044,0.00003850311,0.0003579763,0.000002366124,0.000004971801,0.00002861592,0.000008124493,0.001301848,0.9973454,0.00005232345,0.0008521074,0.000002242065],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985098,0.002661184,0.006061472,0.0001855542,0.0001065596,0.00003301112,0.0002158656,0.0001420532,0.005496371],"genre_scores_gemma":[0.9945307,0.000639111,0.002718514,0.00002787415,0.00001472719,0.00001105364,0.00008198272,0.00003011687,0.001945972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009359224,"threshold_uncertainty_score":0.003981471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002780129541211091,"score_gpt":0.1776417305846333,"score_spread":0.1748616010434222,"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."}}