{"id":"W588324979","doi":"","title":"Materials characterization of thin film electrodes for PEFC - Survey of methods and an example","year":2004,"lang":"en","type":"article","venue":"Journal of New Materials for Electrochemical Systems","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Characterization (materials science); Materials science; Electrode; Porosity; Fabrication; Nafion; Electrochemistry; Thin film; Carbon fibers; Nanotechnology; Conductivity; Polymer; Composite material; Chemical engineering; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00166148,0.001029996,0.0009510017,0.00337077,0.0005325825,0.0007754136,0.0008948369,0.001178119,0.001634743],"category_scores_gemma":[0.00200926,0.0004408585,0.0006657902,0.002192765,0.0003620352,0.001184342,0.0003578039,0.0009909284,0.001106745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000456352,"about_ca_system_score_gemma":0.0004615416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007042926,"about_ca_topic_score_gemma":0.001261867,"domain_scores_codex":[0.9988663,0.0001562393,0.0001083013,0.0001603287,0.0006597649,0.00004893168],"domain_scores_gemma":[0.9985703,0.0005194593,0.0001322767,0.0001400765,0.0006074407,0.0000303767],"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":[0.00004756207,0.0001268345,0.000421888,0.003911877,0.00004816358,0.0002645112,0.00009990419,0.0007701393,0.8606903,0.0009995222,0.001075005,0.1315443],"study_design_scores_gemma":[0.000009305375,0.0002461948,0.001991594,0.0002631554,0.00004884772,0.001199,0.00006646793,0.001571709,0.9510766,0.0007908894,0.042701,0.00003523029],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1633229,0.2636665,0.5468098,0.001876809,0.0007189995,0.001948355,0.002353193,0.001344102,0.0179594],"genre_scores_gemma":[0.2109594,0.1613103,0.6104233,0.0006058285,0.0002751708,0.001200165,0.002825858,0.0004104672,0.01198951],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00337077,"threshold_uncertainty_score":0.008786857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03219140930679006,"score_gpt":0.294909331538902,"score_spread":0.262717922232112,"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."}}