{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006943915,0.0002574094,0.0001194554,0.0001537473,0.00009091538,0.000229121,0.0002701294,0.0002224736,0.0008438159],"category_scores_gemma":[0.0001536617,0.0001347981,0.0001257596,0.0001014843,0.0002290258,0.0002891283,0.0004061332,0.0001756017,0.0002447995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001099808,"about_ca_system_score_gemma":0.00007271414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007354412,"about_ca_topic_score_gemma":0.0001387238,"domain_scores_codex":[0.9999505,0.000005807811,0.000003329806,0.00001452757,0.00001347521,0.0000123186],"domain_scores_gemma":[0.9998817,0.00001483886,0.00004630251,0.00002146763,0.00001943008,0.00001630474],"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":[0.00004617577,0.00001111476,0.0003503194,0.00004101271,0.000008382218,0.0001293057,0.00003642347,0.004384866,0.9844869,0.00287553,0.0001160314,0.007514112],"study_design_scores_gemma":[0.00002077272,0.0003605216,0.001173502,0.00001362997,0.00001286886,0.0003631486,0.00004209704,0.06805601,0.9234967,0.00151289,0.004920967,0.00002678013],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9163519,0.0001763984,0.0785598,0.0000389288,0.0000322735,0.00001755748,0.00005027278,0.0004302002,0.004342794],"genre_scores_gemma":[0.9864711,0.00004724773,0.01232142,0.00001970742,0.000002371884,0.00001232006,0.000026521,0.00001958354,0.001079689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008438159,"threshold_uncertainty_score":0.002822876,"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."}}