{"id":"W4398181710","doi":"10.1002/adem.202400515","title":"MXene‐Cobalt Hybrid Electrodes for Electroactive Artificial Muscle","year":2024,"lang":"en","type":"article","venue":"Advanced Engineering Materials","topic":"MXene and MAX Phase Materials","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"National Research Foundation of Korea; National Research Foundation","keywords":"Materials science; Cobalt; Artificial muscle; Electrode; Nanotechnology; Metallurgy; Actuator; Artificial intelligence; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006749136,0.000379593,0.0005115885,0.0001731938,0.0001205834,0.0005217597,0.0002687556,0.00007163233,0.0006761568],"category_scores_gemma":[0.0001593553,0.0003591258,0.00009765539,0.0001703739,0.00002558072,0.0005417354,0.0000613107,0.00007221787,0.0002425333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001213838,"about_ca_system_score_gemma":0.0000746936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002942688,"about_ca_topic_score_gemma":0.000003350522,"domain_scores_codex":[0.9976777,0.0000531568,0.0005719545,0.0006913049,0.0002195904,0.0007863077],"domain_scores_gemma":[0.9991948,0.000168735,0.00007802464,0.0003723909,0.00007485924,0.0001112098],"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":[0.0001258308,0.00006173363,1.60661e-7,0.0002198884,0.00003191027,0.00002666,0.00008832493,0.00148596,0.9902665,0.005462501,0.0003288552,0.001901701],"study_design_scores_gemma":[0.0002774234,0.0003315343,0.00002691082,0.00006971736,0.00005908162,0.00001903085,0.00002266134,0.0002652168,0.9842409,0.002920785,0.01134752,0.0004192017],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968679,0.000293736,0.02447703,0.00007809147,0.003986211,0.001002552,0.0003499454,0.001057462,0.00007596629],"genre_scores_gemma":[0.992147,0.00002585337,0.005726398,0.00004728176,0.0009756758,0.0007314292,0.0000764853,0.0001198806,0.0001499845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.023468,"threshold_uncertainty_score":0.9998861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008752979819218732,"score_gpt":0.2480858267990413,"score_spread":0.2393328469798226,"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."}}