{"id":"W3124772994","doi":"10.1002/er.6439","title":"Modeling study of an air‐breathing micro direct methanol fuel cell with an extended anode catalyst region","year":2021,"lang":"en","type":"article","venue":"International Journal of Energy Research","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Anode; Direct methanol fuel cell; Cathode; Methanol fuel; Materials science; Proton exchange membrane fuel cell; Chemical engineering; Membrane electrode assembly; Catalysis; Direct-ethanol fuel cell; Methanol; Methanol reformer; Chemistry; Analytical Chemistry (journal); Electrode; Chromatography; Steam reforming; Organic chemistry; Hydrogen production","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007263881,0.0001238049,0.0002627249,0.0004216219,0.00004620515,0.00008841378,0.0004647918,0.00008492212,0.00002647999],"category_scores_gemma":[0.00003247961,0.00009823583,0.00005852435,0.0002118815,0.00002985498,0.0003988783,0.00007703193,0.0003300433,9.022112e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001082693,"about_ca_system_score_gemma":0.0001196802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004347509,"about_ca_topic_score_gemma":0.0001652874,"domain_scores_codex":[0.9979781,0.0002620131,0.0004642955,0.0001749964,0.0009077007,0.0002129022],"domain_scores_gemma":[0.998012,0.00006805274,0.00009225062,0.0002179375,0.001484724,0.000125038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003228973,0.0007417395,0.00004422792,0.00009713928,0.0004146539,0.002232833,0.00123929,0.7766857,0.2176159,0.00002317563,0.00002221419,0.0005602191],"study_design_scores_gemma":[0.003636578,0.001902022,0.0001232815,0.0005062751,0.0000989664,0.001732873,0.005345711,0.2658009,0.7189862,0.0007865677,0.0006813909,0.000399256],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916981,0.002080869,0.0006588998,0.00003752768,0.0004245168,0.00004243556,0.000005047074,0.00001966525,0.005032966],"genre_scores_gemma":[0.9968151,0.001248725,0.001388473,0.000007458944,0.000267163,0.000003189163,0.00001486987,0.00003983784,0.0002151815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5108848,"threshold_uncertainty_score":0.4005941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03698877456526069,"score_gpt":0.3139697933375883,"score_spread":0.2769810187723277,"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."}}