{"id":"W4387566404","doi":"10.1016/j.jssc.2023.124395","title":"Contribution of zeolitic imidazolate framework-8 in improving the performance of polymer electrolyte membrane for direct methanol fuel cell","year":2023,"lang":"en","type":"article","venue":"Journal of Solid State Chemistry","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Universiti Teknologi Malaysia; Ministry of Higher Education, Malaysia; Ministry of Higher Education; Saudi Pharmaceutical Society","keywords":"Zeolitic imidazolate framework; Methanol; Nafion; Membrane; Chemistry; Chemical engineering; Imidazolate; Electrolyte; Proton transport; Hydrogen bond; Covalent bond; Direct methanol fuel cell; Molecule; Conductivity; Polymer chemistry; Inorganic chemistry; Metal-organic framework; Organic chemistry; Physical chemistry; Adsorption; Electrochemistry","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":[0.00006778563,0.0002585151,0.0001835177,0.0001581487,0.000123584,0.0002466831,0.0003445226,0.0002855517,0.000785828],"category_scores_gemma":[0.00009910802,0.00009354837,0.0001508306,0.0001114822,0.00008810752,0.0002796908,0.000186782,0.0002648066,0.000264613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001803969,"about_ca_system_score_gemma":0.0001714257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004443641,"about_ca_topic_score_gemma":0.001273584,"domain_scores_codex":[0.9999603,0.000004257085,0.000002714238,0.000006652089,0.00001121002,0.00001489532],"domain_scores_gemma":[0.9999768,0.000002908113,0.00000545203,0.000002670187,0.000007222394,0.000004943404],"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":[0.0001327261,0.00003619848,0.0001940138,0.0001713783,0.00001087635,0.0001162495,0.00001741174,0.0003351416,0.9926604,0.0004177287,0.0001319914,0.005775861],"study_design_scores_gemma":[0.00001820436,0.0001907448,0.0005770358,0.000008205909,0.00001986471,0.00006935826,0.0000173583,0.001447215,0.9947108,0.00004740937,0.002884347,0.000009400865],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930001,0.002243457,0.001699341,0.0001381816,0.00004707899,0.00002015102,0.0001246541,0.00008825753,0.002638659],"genre_scores_gemma":[0.9962425,0.0009747327,0.001526194,0.0000270534,0.000007524791,0.000009844568,0.00008544276,0.00001080365,0.001116032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000785828,"threshold_uncertainty_score":0.002628863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004592982784152527,"score_gpt":0.2112259901021039,"score_spread":0.2066330073179514,"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."}}