{"id":"W3104081166","doi":"","title":"PEMFC operational and design strategies for sub-zero environments","year":2005,"lang":"en","type":"article","venue":"Journal of New Materials for Electrochemical Systems","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Proton exchange membrane fuel cell; Automotive industry; Combustion; Zero emission; Process engineering; Computer science; Methanol; Materials science; Environmental science; Nuclear engineering; Automotive engineering; Fuel cells; Chemical engineering; Chemistry; Waste management; Engineering; Aerospace engineering","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":[0.000913283,0.0008346428,0.000372275,0.0007129384,0.000510517,0.00127098,0.001265557,0.0009950512,0.002130676],"category_scores_gemma":[0.0004818479,0.0002648904,0.0004122989,0.0003571313,0.0003896317,0.001807458,0.0007188288,0.0007888651,0.0008117472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001437705,"about_ca_system_score_gemma":0.001006064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002005413,"about_ca_topic_score_gemma":0.002595893,"domain_scores_codex":[0.9996603,0.00006103985,0.00001409762,0.00005148018,0.0001587683,0.00005444624],"domain_scores_gemma":[0.9998547,0.00001522205,0.00001252042,0.0000177508,0.00007977732,0.00002010908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003071851,0.0002973589,0.002072178,0.001927181,0.00008200525,0.000716531,0.0008097403,0.1278417,0.2040582,0.1361967,0.009835786,0.5158554],"study_design_scores_gemma":[0.0001236438,0.001802597,0.004343769,0.0006257811,0.0001542028,0.0008628864,0.001360981,0.1859845,0.218667,0.05296326,0.5329702,0.0001411372],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.145165,0.02654514,0.6297731,0.006156847,0.0005907436,0.0009085905,0.0003487186,0.001130958,0.1893809],"genre_scores_gemma":[0.8079752,0.01395131,0.1461497,0.0004816748,0.000136518,0.0004144115,0.0002309237,0.0001271634,0.03053304],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002130676,"threshold_uncertainty_score":0.01043135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01265839587364152,"score_gpt":0.2148637772111866,"score_spread":0.2022053813375451,"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."}}