{"id":"W1994638754","doi":"10.1115/fuelcell2009-85185","title":"Impact of Increased Anode CO Tolerance on Performance of Hydrocarbon-Fueled PEM Fuel Cell Systems","year":2009,"lang":"en","type":"article","venue":"","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ballard Power Systems","keywords":"Anode; PROX; Proton exchange membrane fuel cell; Catalytic reforming; Materials science; Hydrocarbon; Chemical engineering; Nuclear engineering; Chemistry; Catalysis; Fuel cells; Electrode; Carbon monoxide; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0003842716,0.0004509578,0.0005997954,0.000325681,0.0002613316,0.0006472453,0.0004798515,0.0004020605,0.000810847],"category_scores_gemma":[0.001113542,0.0002179634,0.0002259558,0.0003696913,0.0001901446,0.0007374992,0.0003549891,0.000329912,0.0002524865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004295942,"about_ca_system_score_gemma":0.0001747068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009902635,"about_ca_topic_score_gemma":0.001281764,"domain_scores_codex":[0.9996012,0.00005017181,0.0000453855,0.00006899329,0.0001534028,0.00008086065],"domain_scores_gemma":[0.9996343,0.0001357967,0.00005926466,0.00004451249,0.00009715572,0.00002901302],"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":[0.00104674,0.0001132521,0.007561853,0.0001606062,0.00006797199,0.0002352974,0.00006122933,0.016503,0.9593546,0.0001560936,0.00006758275,0.01467186],"study_design_scores_gemma":[0.000009897308,0.0004940386,0.005616471,0.000004372274,0.00004063104,0.0001097321,0.0000296103,0.008438312,0.9848749,0.00003146363,0.0003418853,0.000008756546],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988233,0.0002286109,0.0005529229,0.00001601621,0.00000335141,0.000003098898,0.00003905882,0.00003101187,0.0003024956],"genre_scores_gemma":[0.9994573,0.00009612326,0.0002465945,0.000004074191,0.000001349336,0.000001422352,0.00004098925,0.000007388813,0.0001447756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009902635,"threshold_uncertainty_score":0.003116965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005862652657498231,"score_gpt":0.2212769528610212,"score_spread":0.215414300203523,"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."}}