{"id":"W2307598151","doi":"10.1149/ma2013-01/4/176","title":"Characterization of PEM-FC Materials with Scanning Transmission X-ray Microscopy","year":2013,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Automotive Fuel Cell Cooperation (Canada); McMaster University","funders":"","keywords":"Characterization (materials science); Materials science; Microscopy; Polymer characterization; Transmission electron microscopy; Nanotechnology; Optics; Physics; Scanning transmission electron microscopy; Energy filtered transmission electron microscopy","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":[0.0002425034,0.0003960157,0.0003074563,0.0004914852,0.0004280562,0.0003619386,0.0005062104,0.0004767301,0.004292798],"category_scores_gemma":[0.0004628941,0.0001591497,0.0002279331,0.0004595678,0.0001727481,0.0005850454,0.0001243898,0.0004776009,0.0008449965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004304647,"about_ca_system_score_gemma":0.0002035958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002513483,"about_ca_topic_score_gemma":0.002638028,"domain_scores_codex":[0.9998645,0.000006827914,0.00001045706,0.00002372111,0.00006418089,0.00003036358],"domain_scores_gemma":[0.9998305,0.00003639425,0.00001243651,0.00002764512,0.00008490557,0.000008229193],"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":[0.00007313213,0.0000278501,0.0001399892,0.0001391837,0.00001150074,0.00008944028,0.00003136621,0.000216075,0.9944425,0.0001555496,0.000312306,0.004361035],"study_design_scores_gemma":[0.000002923827,0.00004058397,0.001097605,0.000005641703,0.000009019749,0.00006607192,0.00002252542,0.001081455,0.9949542,0.00003448936,0.002682069,0.000003371578],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9438958,0.003996504,0.03151802,0.0003557526,0.0001279224,0.0003468919,0.005921164,0.0008310803,0.0130069],"genre_scores_gemma":[0.963814,0.002123353,0.02127994,0.00008316775,0.00001697989,0.0002134859,0.00413353,0.0001565252,0.008179016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004292798,"threshold_uncertainty_score":0.01436079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008050150004003661,"score_gpt":0.2468069509990533,"score_spread":0.2387568009950497,"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."}}