{"id":"W4292411549","doi":"10.1002/mame.202200490","title":"Soft Magneto‐Responsive Shape Memory Foam Composite Actuators","year":2022,"lang":"en","type":"article","venue":"Macromolecular Materials and Engineering","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Trent University; Nottingham Trent University","keywords":"Materials science; Elastomer; Composite material; Composite number; Actuator; Polyurethane; Shape-memory polymer; Shape-memory alloy; Fabrication; Dielectric elastomers; Silicone; Magnetism; Controllability; Ferrite (magnet); Mechanical engineering; Computer science","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":[0.00008217987,0.0002762627,0.0001241499,0.0001957596,0.0001043138,0.0001711591,0.0001821813,0.0002305837,0.001282101],"category_scores_gemma":[0.000118009,0.0001176539,0.0001494911,0.00008425242,0.000160006,0.000195273,0.0001858497,0.0001833835,0.0002870106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009513372,"about_ca_system_score_gemma":0.00008413054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001328506,"about_ca_topic_score_gemma":0.0003624192,"domain_scores_codex":[0.999904,0.00000929253,0.000004155872,0.0000239728,0.00003806792,0.00002048696],"domain_scores_gemma":[0.9999101,0.00002204653,0.00003057028,0.000008209405,0.00001571074,0.00001340798],"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":[0.00003291421,0.000007763766,0.00004028594,0.0000317418,0.000002263215,0.00004258835,0.000006945286,0.0001553294,0.9962456,0.00007856156,0.00005061665,0.003305432],"study_design_scores_gemma":[0.000008614455,0.0001267729,0.000520375,0.000003453264,0.000004758002,0.00009621872,0.000007201505,0.002533521,0.9951543,0.00005041166,0.001487363,0.000007022604],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627831,0.001358824,0.0296099,0.00006998005,0.00008085393,0.00003430513,0.0001310363,0.0003696506,0.00556237],"genre_scores_gemma":[0.9872306,0.0002058281,0.01011339,0.00004121767,0.00001435387,0.00002365145,0.00005312443,0.00001994141,0.002297792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001282101,"threshold_uncertainty_score":0.004289031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003754737213638952,"score_gpt":0.1751284969773543,"score_spread":0.1713737597637154,"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."}}