{"id":"W4389324102","doi":"10.2139/ssrn.4653421","title":"In-Situ Polarization Modulation Irras Investigation of Ammonia Electrooxidation on Ptir and Ptru Nanoparticles Prepared on Engineered Catalyst Supports","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Ammonia Synthesis and Nitrogen Reduction","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"In situ; Nanoparticle; Catalysis; Polarization (electrochemistry); Ammonia; Modulation (music); Materials science; Ammonia production; Chemical engineering; Nanotechnology; Chemistry; Organic chemistry; Physical chemistry; Engineering; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001070954,0.0003501075,0.0004209605,0.0005854882,0.00008506853,0.00005360621,0.0001674781,0.0003707737,0.000004793547],"category_scores_gemma":[0.0002313337,0.0003640966,0.0001194534,0.0003379653,0.00003971115,0.0002465251,0.00006256643,0.001721144,0.000009809154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001350242,"about_ca_system_score_gemma":0.0006188031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002176593,"about_ca_topic_score_gemma":0.000554632,"domain_scores_codex":[0.9971551,0.000120578,0.0007706734,0.0004799409,0.0004564317,0.001017292],"domain_scores_gemma":[0.998839,0.00009486684,0.0005560496,0.0002954572,0.0001138835,0.0001008031],"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":[0.0002155083,0.00007507308,0.001390838,0.0000980867,0.0001928737,0.000002770025,0.0003810822,0.03169871,0.9467438,0.01570234,0.00002185929,0.003477095],"study_design_scores_gemma":[0.0008352908,0.0003919831,0.01936118,0.0004693931,0.0001521247,0.00007054254,0.0002593775,0.03235259,0.8845329,0.06099341,0.0000174488,0.0005638071],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967067,0.0002708363,0.001755559,0.0004457409,0.0003245759,0.0003669545,0.00001004463,0.00009550821,0.00002403958],"genre_scores_gemma":[0.9983855,0.0005795213,0.0001991598,0.0000125663,0.0002911537,0.00003758892,0.0002300002,0.00008162592,0.0001829032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0622109,"threshold_uncertainty_score":0.9998811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01223035497104294,"score_gpt":0.229216676098161,"score_spread":0.216986321127118,"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."}}