{"id":"W4416534477","doi":"10.1002/admt.202501621","title":"Photothermomechanically Efficient, Low‐Cost, High‐Cycle‐Life, Hybrid MXene‐Polymer Actuators","year":2025,"lang":"en","type":"article","venue":"Advanced Materials Technologies","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tamkeen; York University; New York University Abu Dhabi","keywords":"Actuator; Bending; Photothermal therapy; Durability; Soft robotics; Power (physics); Scalability; Characterization (materials science); Artificial muscle","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0000785853,0.0001947015,0.00008068777,0.0001450009,0.0000987663,0.0002042121,0.0001494339,0.000188952,0.0008949123],"category_scores_gemma":[0.00008194487,0.0001031299,0.00009026524,0.0001057338,0.0001104181,0.0002791854,0.0001326155,0.0001771106,0.00024697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000126439,"about_ca_system_score_gemma":0.00008075852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001452448,"about_ca_topic_score_gemma":0.0004398394,"domain_scores_codex":[0.9999552,0.000003854392,0.00000283335,0.00001283634,0.00001713863,0.000008144371],"domain_scores_gemma":[0.999957,0.000008278283,0.00001839634,0.000005805589,0.000005569922,0.000005025325],"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":[0.00000902999,0.000005162405,0.00007420834,0.00002516158,0.000002194869,0.00001705804,0.000005133508,0.0001703184,0.9983444,0.0001231277,0.00004202494,0.001182192],"study_design_scores_gemma":[0.000002399196,0.00005931211,0.0007374831,0.000002183471,0.00000302968,0.00004832252,0.00000433709,0.001561956,0.996578,0.00002841693,0.0009703537,0.000004168783],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846247,0.001012479,0.01147813,0.00007093811,0.00001645523,0.00001880243,0.0001697672,0.0001735475,0.00243517],"genre_scores_gemma":[0.9916499,0.0002382776,0.006472029,0.00001310558,0.000003456609,0.00001733554,0.00005368223,0.0000121888,0.001540036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008949123,"threshold_uncertainty_score":0.002993762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003326771969626568,"score_gpt":0.2076236346487428,"score_spread":0.2042968626791163,"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."}}