{"id":"W2144150682","doi":"10.1149/05801.0473ecst","title":"STXM Characterization of Nanostructured Thin Film Anode Before and After Start-Up Shutdown and Reversal Tests","year":2013,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Automotive Fuel Cell Cooperation (Canada); McMaster University","funders":"Lawrence Berkeley National Laboratory","keywords":"Anode; Materials science; Perylene; Penetration (warfare); Synchrotron; Characterization (materials science); Microscopy; Thin film; Proton exchange membrane fuel cell; Chemical engineering; Catalysis; Nanotechnology; Electrode; Optics; Chemistry; Molecule; Organic 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":[0.0002417879,0.000273658,0.0003730984,0.0004118028,0.0002758592,0.0003568587,0.0003527085,0.0005011255,0.002159566],"category_scores_gemma":[0.0006436347,0.0002124567,0.000202078,0.0003268833,0.0002075191,0.0003225583,0.0001821979,0.0004479224,0.0004778069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002718367,"about_ca_system_score_gemma":0.0001587052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001299369,"about_ca_topic_score_gemma":0.002177465,"domain_scores_codex":[0.9998085,0.00000967813,0.00001430109,0.00003078021,0.0001075144,0.00002927985],"domain_scores_gemma":[0.999585,0.00007161923,0.00004113849,0.00004338635,0.0002239588,0.00003505775],"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":[0.00005024966,0.00001210573,0.0004496795,0.00002123075,0.000002800171,0.0001406134,0.0000681044,0.0000685486,0.9977818,0.00002393947,0.00005111434,0.001329807],"study_design_scores_gemma":[0.000002923634,0.0001182722,0.00915274,0.000005825708,0.000007185067,0.0001052641,0.00007753874,0.0007270027,0.9889477,0.00001512662,0.0008353445,0.000004998889],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953488,0.0002672765,0.001742091,0.00004822831,0.00002809915,0.00003314104,0.0006018231,0.0001285582,0.001802059],"genre_scores_gemma":[0.9879454,0.0003688727,0.004551009,0.00004715838,0.000009402325,0.00005779816,0.001158484,0.00008552644,0.005776362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002159566,"threshold_uncertainty_score":0.007224441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003809892935078044,"score_gpt":0.1845683907726429,"score_spread":0.1807584978375649,"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."}}