{"id":"W4220967345","doi":"10.1016/j.apmt.2022.101432","title":"Programming polymorphable yet stiff truss metamaterials in response to temperature","year":2022,"lang":"en","type":"article","venue":"Applied Materials Today","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Morphing; Truss; Metamaterial; Curvature; Computer science; Rigidity (electromagnetism); Structural engineering; Actuator; Gaussian curvature; Materials science; Mechanical engineering; Engineering; Geometry; Artificial intelligence; Mathematics; Optoelectronics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00133383,0.000354874,0.0006180868,0.0002278149,0.0001686027,0.0001696496,0.0003424378,0.0001094387,0.001952808],"category_scores_gemma":[0.00003967785,0.0003690599,0.00003424451,0.0003752592,0.00001355611,0.0001118691,0.000282818,0.0001364837,0.00009925802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002130998,"about_ca_system_score_gemma":0.00004144593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002543187,"about_ca_topic_score_gemma":0.000005662057,"domain_scores_codex":[0.9978506,0.0001528083,0.0006093745,0.0004250481,0.0002807263,0.0006814177],"domain_scores_gemma":[0.9992648,0.00006326789,0.00007394482,0.0004447967,0.00001602768,0.000137194],"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":[0.001026935,0.00004227594,4.718654e-7,0.00007559688,0.0000180809,0.00003893106,0.0003788296,0.005855148,0.9888681,0.002156461,0.00079999,0.0007392077],"study_design_scores_gemma":[0.00071991,0.00008797904,0.00004711018,0.00001963214,0.00001466777,0.00001730261,0.000261955,0.0000056458,0.94032,0.0008495433,0.05721167,0.0004446355],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945865,0.00008170553,0.0001128282,0.0001159434,0.002844339,0.001144744,0.0003635361,0.000518486,0.0002319144],"genre_scores_gemma":[0.9920881,0.00001538393,0.005082907,0.0002611672,0.000149287,0.001887872,0.00009768889,0.000140889,0.0002766471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05641168,"threshold_uncertainty_score":0.9998761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005719153879157176,"score_gpt":0.2062470657680454,"score_spread":0.2005279118888883,"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."}}