{"id":"W2072153099","doi":"10.1016/j.jelechem.2004.12.029","title":"Phenomenology of oscillatory electro-oxidation of formic acid at Pd: role of surface oxide films studied by voltammetry, impedance spectroscopy and nanogravimetry","year":2005,"lang":"en","type":"article","venue":"Journal of Electroanalytical Chemistry","topic":"Electrochemical Analysis and Applications","field":"Chemistry","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Chemistry; Polarization (electrochemistry); Dielectric spectroscopy; Cyclic voltammetry; Oxide; Formic acid; Electrocatalyst; Electrochemistry; Inorganic chemistry; Analytical Chemistry (journal); Electrode; Chemical physics; Physical chemistry; Organic 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":[0.00024103,0.0003564354,0.0002687653,0.0005584669,0.0002556861,0.0005145582,0.0005836538,0.0005136125,0.001170306],"category_scores_gemma":[0.0006051629,0.0002727921,0.0002675777,0.0003410675,0.0004558727,0.0005410322,0.0001827539,0.0006892413,0.0001871323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002795263,"about_ca_system_score_gemma":0.0001362355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000806082,"about_ca_topic_score_gemma":0.00079538,"domain_scores_codex":[0.9998513,0.00001869733,0.00001109883,0.00004073125,0.00005130263,0.00002682635],"domain_scores_gemma":[0.9997907,0.00008982532,0.00002592867,0.0000228385,0.00005415525,0.00001654413],"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":[0.0003028214,0.00003988258,0.001004244,0.00008943005,0.00001651095,0.0001872525,0.0001191724,0.0001978139,0.9933686,0.0002931225,0.00005697301,0.004324289],"study_design_scores_gemma":[0.00001144994,0.0002025128,0.01344993,0.00001589657,0.00002232544,0.00035413,0.0002037915,0.003528188,0.9806686,0.0003506022,0.001178033,0.000014599],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839162,0.001792843,0.0106636,0.0001419287,0.00005199371,0.00008816167,0.0005408706,0.0001121774,0.002692361],"genre_scores_gemma":[0.9973122,0.0004801246,0.00128947,0.00004103212,0.000007829019,0.00002539158,0.0002043551,0.00001138896,0.0006281564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001170306,"threshold_uncertainty_score":0.003915071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00306003841071907,"score_gpt":0.2203657517771596,"score_spread":0.2173057133664405,"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."}}