{"id":"W7009309786","doi":"","title":"Effectiveness Factor of Pt Utilization in Cathode Catalyst Layer of PEFCs","year":2008,"lang":"en","type":"article","venue":"NPARC","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Layer (electronics); Cathode; Catalysis; Platinum; Electrode","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":[0.0004075372,0.0003068138,0.0003627942,0.0006451482,0.0002794349,0.0004057913,0.0003487046,0.0003366534,0.002850185],"category_scores_gemma":[0.0006996635,0.0001444234,0.0004258342,0.0003090677,0.0001402799,0.000487985,0.0001475633,0.0002215144,0.0007631246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006449005,"about_ca_system_score_gemma":0.000221213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003217697,"about_ca_topic_score_gemma":0.001686481,"domain_scores_codex":[0.9997414,0.00002410755,0.00001292587,0.00006337946,0.0000894591,0.00006871848],"domain_scores_gemma":[0.9996912,0.0001062541,0.00002368366,0.00001823184,0.0001407762,0.00001987942],"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":[0.001770345,0.0000690635,0.007580998,0.000296863,0.00007336041,0.0002325757,0.00008174757,0.002785592,0.9622799,0.0005893469,0.0006632493,0.02357701],"study_design_scores_gemma":[0.000006611261,0.0002423761,0.006869054,0.000007242923,0.0000606777,0.0001013591,0.00003953599,0.001621826,0.9901043,0.00003356026,0.0009083232,0.000005249967],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840533,0.003075033,0.004536179,0.00005961541,0.0000296262,0.00002533705,0.0005260881,0.0001086307,0.007586249],"genre_scores_gemma":[0.9960569,0.0005341396,0.0005254187,0.00001157291,0.000004982892,0.000007069619,0.0004381055,0.00002107589,0.002400696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003217697,"threshold_uncertainty_score":0.009534776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03008310204865742,"score_gpt":0.239668385506845,"score_spread":0.2095852834581876,"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."}}