{"id":"W4295106127","doi":"10.1002/eem2.12520","title":"Integrated <scp>Electrode‐Electrolyte</scp> Optimization to Manufacture a <scp>Real‐Life</scp> Applicable Aqueous Supercapacitor with <scp>Record‐Breaking</scp> Lifespan","year":2022,"lang":"en","type":"article","venue":"Energy & environment materials","topic":"Supercapacitor Materials and Fabrication","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Liaoning Revitalization Talents Program; State Government of Victoria; National Natural Science Foundation of China; Canada First Research Excellence Fund; Commonwealth Scientific and Industrial Research Organisation; University of Calgary","keywords":"Electrolyte; Energy storage; Materials science; Supercapacitor; Anode; Aqueous solution; Electrode; Nanotechnology; Computer science; Electrochemistry; Chemical engineering; Chemistry; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001192186,0.001297865,0.001456863,0.0004785814,0.001147714,0.0009095083,0.001376361,0.0004471176,0.003094966],"category_scores_gemma":[0.0003176933,0.001194987,0.0001979841,0.000638308,0.0002505683,0.0007135669,0.0005276963,0.0003865003,0.0004925025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009050254,"about_ca_system_score_gemma":0.0002359773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002784016,"about_ca_topic_score_gemma":0.0000743192,"domain_scores_codex":[0.9916441,0.001161665,0.001439881,0.002133031,0.001544534,0.002076733],"domain_scores_gemma":[0.9963188,0.0005873045,0.0007452085,0.001515519,0.0000949663,0.0007381623],"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":[0.00006946115,0.0004053838,0.0001970255,0.00004774056,0.0001125781,0.00003471999,0.001209216,0.05114711,0.9394494,0.0003857516,0.006553212,0.0003883534],"study_design_scores_gemma":[0.001014457,0.001193434,0.0007367831,0.00003615168,0.0001737874,0.0001094436,0.001529785,0.0006049601,0.856952,0.0001462183,0.1372441,0.0002589469],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796143,0.0002158634,0.01443138,0.0001168598,0.001733878,0.001094101,0.0008099152,0.000649729,0.001333928],"genre_scores_gemma":[0.9800361,0.0004933758,0.008727439,0.001459093,0.001484377,0.002457534,0.001601726,0.0003538082,0.003386516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1306908,"threshold_uncertainty_score":0.9999773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00623730653264428,"score_gpt":0.1791905373012667,"score_spread":0.1729532307686224,"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."}}