{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000186752,0.0002800411,0.000320423,0.0001063733,0.0001546619,0.00009471911,0.0001549603,0.00005612829,0.0007139907],"category_scores_gemma":[0.00001375732,0.0003222112,0.00004496911,0.0001104575,0.00001240457,0.00009395302,0.0002285174,0.0001240285,0.00001220676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006289484,"about_ca_system_score_gemma":0.000009085267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007376974,"about_ca_topic_score_gemma":2.898824e-7,"domain_scores_codex":[0.9988766,0.00003173027,0.0002690561,0.0002463007,0.0001724481,0.0004038377],"domain_scores_gemma":[0.9995978,0.00002260651,0.00003322353,0.0002136195,0.00001581707,0.0001169411],"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":[0.00002500034,0.000008069397,5.12904e-7,0.0001410993,0.00003271765,0.0001160797,0.0001256401,0.04091358,0.956058,0.0004626419,0.00007046763,0.002046144],"study_design_scores_gemma":[0.0007237392,0.0001344601,0.00009004588,0.00003769405,0.00005451589,0.0003061468,0.000121307,0.04255146,0.9334935,0.0002902959,0.02136687,0.0008300019],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836978,0.0007564842,0.01299336,0.00002094634,0.001600065,0.0002187708,0.0001353474,0.0004856187,0.00009162664],"genre_scores_gemma":[0.9964138,0.0001026314,0.002954479,0.00008552838,0.0001161667,0.0001150867,0.00005095157,0.0001181739,0.00004321653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02256458,"threshold_uncertainty_score":0.999923,"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."}}