{"id":"W4412413842","doi":"10.1149/1945-7111/adef86","title":"Analysis of a Network of Non-Identical Parallel-Connected Supercapacitors","year":2025,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Supercapacitor Materials and Fabrication","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Supercapacitor; Computer science; Parallel computing; Chemistry; Electrochemistry; Electrode","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":[0.0003526018,0.0005497183,0.0006726762,0.0006513545,0.0005879163,0.0009861186,0.001225598,0.00167455,0.002492672],"category_scores_gemma":[0.001424959,0.0004566433,0.0006493946,0.000651738,0.001528799,0.001163862,0.0006894055,0.0006451142,0.0002716258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101036,"about_ca_system_score_gemma":0.0005591353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005157631,"about_ca_topic_score_gemma":0.001874283,"domain_scores_codex":[0.9996856,0.0000574324,0.000009307004,0.00008890064,0.000106671,0.00005209171],"domain_scores_gemma":[0.9994361,0.0002332533,0.000126518,0.00004436311,0.0001111035,0.00004863806],"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":[0.0000636315,0.00003297763,0.0008773668,0.00004765288,0.00004392599,0.0004430294,0.00008649338,0.9745938,0.00804548,0.01300545,0.000330872,0.002429283],"study_design_scores_gemma":[0.000002240159,0.00001097796,0.0001172223,0.000002306438,0.000004520535,0.00002460935,0.00001276714,0.9981734,0.0003550534,0.001127949,0.0001660579,0.000002875439],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5739124,0.0007792039,0.3810793,0.0009071779,0.0001161865,0.0001342567,0.0003618526,0.0004287725,0.0422808],"genre_scores_gemma":[0.9857984,0.0001950022,0.007096803,0.00005815216,0.00001963004,0.00005961551,0.00007733886,0.00003924302,0.006655839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005157631,"threshold_uncertainty_score":0.01025522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006777796720943291,"score_gpt":0.2395271863228557,"score_spread":0.2327493896019125,"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."}}