{"id":"W2561593740","doi":"10.14447/jnmes.v14i2.118","title":"A Mathematical Model for Her Reaction to Determine Different Pt loads on Pt/C Electrodes","year":2011,"lang":"en","type":"article","venue":"Journal of New Materials for Electrochemical Systems","topic":"Electrochemical Analysis and Applications","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electrode; Platinum; Dielectric spectroscopy; Electrochemistry; Electrical impedance; Materials science; Range (aeronautics); Hydrogen; Adsorption; Analytical Chemistry (journal); Chemistry; Composite material; Physical chemistry; Electrical engineering; Catalysis; Engineering","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":[0.0007001237,0.0008759876,0.0007802782,0.0005837968,0.0003840709,0.0008637024,0.001608047,0.001716947,0.002955052],"category_scores_gemma":[0.001749506,0.0004754353,0.0009054582,0.0005287187,0.0004319003,0.001598975,0.0004757414,0.001573499,0.001638753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008979133,"about_ca_system_score_gemma":0.0006478964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002273086,"about_ca_topic_score_gemma":0.001900894,"domain_scores_codex":[0.9996048,0.00005924314,0.00002879188,0.0001377812,0.0001353661,0.00003404988],"domain_scores_gemma":[0.9995458,0.000262014,0.00004772407,0.00003642881,0.0001006626,0.00000735983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001005967,0.0001718763,0.001015548,0.001330795,0.00008595941,0.0005971804,0.000455772,0.6992172,0.1250089,0.1278796,0.003479884,0.04065661],"study_design_scores_gemma":[0.000006735147,0.00005217183,0.0001742421,0.00002706647,0.00001910283,0.0001694664,0.00001481018,0.9735974,0.01120448,0.009528268,0.005182567,0.00002359982],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01412475,0.001743098,0.9674153,0.0008364216,0.0001329786,0.0001816774,0.0004759518,0.0005097251,0.01458008],"genre_scores_gemma":[0.6501799,0.007724814,0.2718544,0.0009207723,0.0001424571,0.002067789,0.001018233,0.0002848611,0.06580683],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002955052,"threshold_uncertainty_score":0.009885609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0465922662387357,"score_gpt":0.2752751248459259,"score_spread":0.2286828586071902,"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."}}