{"id":"W2028380331","doi":"10.1016/j.jpowsour.2007.07.006","title":"Experimental and modelling studies of CO poisoning in PEM fuel cells","year":2007,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":97,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Proton exchange membrane fuel cell; Anode; Fuel cells; Nuclear engineering; Polarization (electrochemistry); Chemistry; Mass transfer; Chemical engineering; Engineering; Electrode; Chromatography; Physical chemistry","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":[0.0005868216,0.0005356228,0.0005072037,0.0005013917,0.0006954976,0.0006587291,0.001029006,0.001148645,0.001666974],"category_scores_gemma":[0.001207448,0.0003189377,0.0003363631,0.0007900511,0.0007461882,0.0009329452,0.0004333536,0.0004798442,0.0002801482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009915965,"about_ca_system_score_gemma":0.0002383001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004061775,"about_ca_topic_score_gemma":0.002326582,"domain_scores_codex":[0.9996734,0.00005503656,0.00001953475,0.00004752473,0.0001548485,0.00004967897],"domain_scores_gemma":[0.9994593,0.0002366068,0.00004990845,0.00007435599,0.0001680288,0.00001177657],"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":[0.003978695,0.001218861,0.01350451,0.00121772,0.00008412493,0.001541579,0.0008189411,0.2725323,0.6745829,0.005225624,0.001069513,0.0242254],"study_design_scores_gemma":[0.00009922505,0.0007892446,0.006973893,0.00002594894,0.00004101701,0.000284598,0.0003019137,0.1973549,0.7899861,0.0009959328,0.003109,0.0000380971],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922056,0.0007023257,0.002225414,0.00008218865,0.00001338347,0.00003095761,0.0001844792,0.00004953143,0.004506247],"genre_scores_gemma":[0.9974473,0.0004625206,0.0008347763,0.000006843436,0.000005915946,0.00001414968,0.0001146755,0.00001068633,0.001103243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004061775,"threshold_uncertainty_score":0.00807631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01658865829754716,"score_gpt":0.2572009185609157,"score_spread":0.2406122602633685,"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."}}