{"id":"W7018103374","doi":"","title":"CO Tolerance of Nano-architectured Pt-Mo Anode Electrocatalysts for PEM Fuel Cell Systems","year":2009,"lang":"en","type":"dissertation","venue":"Digital Repository at the University of Maryland (University of Maryland College Park)","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Army Research Office; Ballard Power Systems","keywords":"Anode; Proton exchange membrane fuel cell; Electrocatalyst; Polarization (electrochemistry); Cathode; Electrochemistry; Electrode","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000234686,0.0005710621,0.001206033,0.0004307362,0.0007064739,0.00002740995,0.001354017,0.0005754457,0.00004031405],"category_scores_gemma":[0.00002331126,0.0006090981,0.0008057374,0.000490964,0.0003262062,0.0003869166,0.0001295461,0.0003277809,0.00001231087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004398703,"about_ca_system_score_gemma":0.000431915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002449358,"about_ca_topic_score_gemma":0.003458117,"domain_scores_codex":[0.9972186,0.0001624005,0.0004613628,0.0007576488,0.0008650386,0.0005349343],"domain_scores_gemma":[0.9967536,0.0003530633,0.001328877,0.0007644176,0.0006102611,0.0001897777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1427007,0.004178378,0.002438015,0.02504369,0.008345095,0.001659621,0.01642634,0.0181664,0.6032781,0.004262713,0.1608358,0.01266518],"study_design_scores_gemma":[0.03026932,0.006698585,0.008867727,0.003267099,0.005979182,0.0005431811,0.03857582,0.005184757,0.3463304,0.001263171,0.5473696,0.005651172],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8336398,0.002880842,0.0001947968,0.00006106627,0.0004047579,0.001015915,0.0006486,0.00009177983,0.1610624],"genre_scores_gemma":[0.8663614,0.0003118418,0.00004639299,0.000007494531,0.00005724848,5.106349e-7,0.002262986,0.00004403403,0.1309081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3865338,"threshold_uncertainty_score":0.9996361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003395151514722457,"score_gpt":0.1661348419127749,"score_spread":0.1627396903980524,"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."}}