{"id":"W3197311836","doi":"10.1002/adma.202102423","title":"Programmable Multistable Perforated Shellular","year":2021,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":149,"is_retracted":false,"has_abstract":true,"ca_institutions":"Axis Photonique (Canada); McGill University","funders":"China Scholarship Council","keywords":"Multistability; Bistability; Hinge; Metamaterial; Dissipation; Materials science; Stiffness; Morphing; Soft robotics; Damper; Smart material; Instability; Rigidity (electromagnetism); Actuator; Nanotechnology; Structural engineering; Computer science; Optoelectronics; Composite material; Mechanics; Engineering; Nonlinear system; Physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001425357,0.0002200098,0.0003358817,0.00002823872,0.00007780553,0.0001022488,0.0001030097,0.00009231626,0.001081269],"category_scores_gemma":[0.00005967623,0.0002288482,0.00003352787,0.0001611203,0.00001572963,0.0003090277,0.00005209826,0.00005767044,0.0001792462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007507663,"about_ca_system_score_gemma":0.00003484555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003503168,"about_ca_topic_score_gemma":0.000005129552,"domain_scores_codex":[0.9987797,0.00002554219,0.0003197826,0.0002615101,0.0001540281,0.0004594342],"domain_scores_gemma":[0.9993464,0.00001463859,0.00004207314,0.0003441476,0.0001594616,0.00009331409],"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":[0.00001546904,0.00001989679,8.099217e-7,0.0001545002,0.00001798231,0.00006473195,0.00002346073,0.009224215,0.9851416,0.001531178,0.0001447554,0.003661341],"study_design_scores_gemma":[0.0004629731,0.00002138809,0.000004024593,0.0000407712,0.00001279324,0.00002329729,0.00004369593,0.000525123,0.9032069,0.001698867,0.09370103,0.0002591217],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575156,0.001593612,0.03186389,0.00002810398,0.004202672,0.0004671697,0.0001694882,0.001465194,0.002694291],"genre_scores_gemma":[0.9401417,0.0008206042,0.05688782,0.00005793521,0.0001659556,0.0001390423,0.0002077388,0.0001197393,0.001459422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09355628,"threshold_uncertainty_score":0.9998319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005214210381329448,"score_gpt":0.19220879850881,"score_spread":0.1869945881274806,"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."}}