{"id":"W1994633926","doi":"10.1149/2.036404jes","title":"Dual-Beam FIB/SEM Characterization, Statistical Reconstruction, and Pore Scale Modeling of a PEMFC Catalyst Layer","year":2014,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"National Research Council Canada; Simon Fraser University; Ballard Power Systems","keywords":"Focused ion beam; Materials science; Scanning electron microscope; Proton exchange membrane fuel cell; Porosity; Thermal conductivity; Analytical Chemistry (journal); Chemistry; Ion; Composite material; Catalysis","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":[0.0002741978,0.0003046052,0.0002008375,0.0003428403,0.0002461688,0.0003858362,0.0005137469,0.0005051859,0.001231154],"category_scores_gemma":[0.0004772072,0.0002519995,0.0001823184,0.0002745884,0.000320462,0.0002606778,0.0001594288,0.0002908477,0.0001732759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006074214,"about_ca_system_score_gemma":0.0005375453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002822767,"about_ca_topic_score_gemma":0.002821488,"domain_scores_codex":[0.9999261,0.000005201435,0.000004142337,0.00001433799,0.00003865078,0.0000116207],"domain_scores_gemma":[0.9997918,0.00007609438,0.00002069927,0.00004765181,0.00005409027,0.000009664742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001069837,0.00006635439,0.002052388,0.0001583038,0.00001509739,0.0003339114,0.0001463796,0.1715011,0.8136551,0.00381189,0.0003368549,0.007815511],"study_design_scores_gemma":[0.00001303939,0.00006263451,0.003543783,0.000007225001,0.000006320886,0.000158507,0.00005311485,0.6614653,0.3326759,0.0006761476,0.001319921,0.00001811836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8729649,0.0001261819,0.1210547,0.00009371503,0.00001146138,0.00007496023,0.001542274,0.000565636,0.003566276],"genre_scores_gemma":[0.9262888,0.00007142393,0.07242599,0.0000119434,0.000001395491,0.00005776468,0.0005096294,0.00004544053,0.0005874467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002822767,"threshold_uncertainty_score":0.005612671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00381492362930745,"score_gpt":0.1797713066623137,"score_spread":0.1759563830330062,"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."}}