{"id":"W1541484235","doi":"10.3390/catal5031016","title":"Improving the Ethanol Oxidation Activity of Pt-Mn Alloys through the Use of Additives during Deposition","year":2015,"lang":"en","type":"article","venue":"Catalysts","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada; McMaster University; University of Ontario Institute of Technology","keywords":"Particle size; Alloy; Dispersion (optics); Intermetallic; Deposition (geology); Materials science; Chemical engineering; Catalysis; Sodium citrate; Inorganic chemistry; Metal; Chemistry; Metallurgy; Nuclear chemistry; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001853482,0.0004475082,0.0002764334,0.0003976704,0.0001410787,0.0003950687,0.0004050321,0.0003176196,0.0005521091],"category_scores_gemma":[0.0004694331,0.0002211223,0.0002134076,0.0002445243,0.0001427114,0.0003172141,0.0002072373,0.000367526,0.0002578571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002591592,"about_ca_system_score_gemma":0.0002235186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007798616,"about_ca_topic_score_gemma":0.003209415,"domain_scores_codex":[0.9997312,0.00002829461,0.00005366619,0.00005651234,0.0001011711,0.00002909766],"domain_scores_gemma":[0.9997748,0.00005667942,0.00005716037,0.0000249187,0.00006929497,0.00001717048],"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":[0.00003722363,0.00001328912,0.0001642365,0.00006537332,0.00000622661,0.00003648618,0.00001015271,0.00006865847,0.9976707,0.00003547435,0.00001366592,0.00187854],"study_design_scores_gemma":[0.000001600696,0.00003530012,0.0003597209,0.000002673381,0.00001044623,0.00003828296,0.000004158152,0.0003554989,0.9987954,0.000004439833,0.0003911424,0.000001400537],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983636,0.00259208,0.01142306,0.0001295779,0.00007229506,0.00005562675,0.00009478388,0.0001445923,0.001851957],"genre_scores_gemma":[0.9861282,0.00117245,0.01135742,0.00003793966,0.00001459826,0.00001880261,0.00010357,0.0000329545,0.001134067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007798616,"threshold_uncertainty_score":0.001880348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03270871672360523,"score_gpt":0.2384446379123701,"score_spread":0.2057359211887649,"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."}}