{"id":"W4410885324","doi":"10.1117/12.3053867","title":"Study of metal electrodes in a single-cell hydrogen peroxide fuel cell","year":2025,"lang":"en","type":"article","venue":"","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Hydrogen peroxide; Fuel cells; Electrode; Materials science; Metal; Hydrogen; Chemical engineering; Chemistry; Metallurgy; Engineering; 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":[0.0003271658,0.0003338461,0.0006765556,0.0002496735,0.0003610745,0.0006927707,0.001078805,0.0009152819,0.001226074],"category_scores_gemma":[0.0007809339,0.0002761542,0.0003375471,0.0003299966,0.0003102388,0.0007995756,0.0003627311,0.0004037268,0.0005225751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003261963,"about_ca_system_score_gemma":0.0002193165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007985012,"about_ca_topic_score_gemma":0.0009173309,"domain_scores_codex":[0.9995695,0.00003834736,0.00002399616,0.0001154531,0.0002140973,0.00003869497],"domain_scores_gemma":[0.9995426,0.0001502669,0.00004585517,0.0000523099,0.0001825781,0.00002640338],"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":[0.0001289334,0.00009233705,0.0005269956,0.0003742055,0.0000284656,0.0004379575,0.00009120134,0.001411909,0.990225,0.000275084,0.0001420091,0.006265888],"study_design_scores_gemma":[0.00001844842,0.0007560387,0.001193158,0.00001832321,0.00003067308,0.0002946884,0.000117079,0.00693895,0.9877617,0.00008730667,0.002773817,0.000009829956],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877928,0.00286557,0.006462848,0.0001800388,0.00009971343,0.000115009,0.0002073238,0.00008519479,0.002191504],"genre_scores_gemma":[0.9857388,0.001827599,0.009872815,0.00005266445,0.00003080662,0.00004926016,0.0001663861,0.00002147767,0.002240346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001226074,"threshold_uncertainty_score":0.004101634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0074020124308467,"score_gpt":0.1947523298677722,"score_spread":0.1873503174369255,"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."}}