{"id":"W1979261497","doi":"10.1116/1.4707153","title":"Investigating the effects of proton exchange membrane fuel cell conditions on carbon supported platinum electrocatalyst composition and performance","year":2012,"lang":"en","type":"article","venue":"Journal of Vacuum Science & Technology A Vacuum Surfaces and Films","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ballard Power Systems (Canada)","funders":"","keywords":"Proton exchange membrane fuel cell; Electrocatalyst; Platinum; Carbon fibers; Relative humidity; Catalysis; Graphite; Chemical engineering; Carbide; Amorphous solid; Materials science; Chemistry; Electrochemistry; Analytical Chemistry (journal); Electrode; Inorganic chemistry; Composite material; Composite number; Organic chemistry; 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":[0.000299461,0.0004631134,0.0004753355,0.0001464753,0.000221905,0.0004507358,0.0003525959,0.0004878243,0.001414797],"category_scores_gemma":[0.0007987805,0.0002064934,0.0001999372,0.0002579206,0.0002127348,0.0005072228,0.0001594016,0.000487194,0.0002201233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002626124,"about_ca_system_score_gemma":0.0002119998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001321576,"about_ca_topic_score_gemma":0.001628937,"domain_scores_codex":[0.9997441,0.00003216694,0.00002778371,0.00006687695,0.00007375447,0.00005529789],"domain_scores_gemma":[0.9995878,0.0002413201,0.00004425072,0.00002698262,0.00007645365,0.00002320509],"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":[0.0003742772,0.00006546945,0.000570652,0.00006118018,0.00001491403,0.00008327974,0.00003259941,0.0003972162,0.9969259,0.0000281604,0.00002705105,0.001419385],"study_design_scores_gemma":[0.000006820448,0.0002248851,0.001667317,0.00000185636,0.000008354308,0.00002928855,0.00002254012,0.0006076739,0.9972636,0.000009115355,0.0001549905,0.000003755554],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985145,0.0002571373,0.0005016224,0.00002918501,0.00001178857,0.00001430752,0.0002521484,0.00002068211,0.000398787],"genre_scores_gemma":[0.9985386,0.0002622182,0.0006407275,0.0000176452,0.00000344968,0.00001557358,0.0001803963,0.00001477626,0.0003266752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001414797,"threshold_uncertainty_score":0.004733026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006186183709132175,"score_gpt":0.2184887687310538,"score_spread":0.2123025850219216,"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."}}