{"id":"W4404236757","doi":"10.1073/pnas.2419750121","title":"Unfurling packed-flat tubes into self-locked stiff structures","year":2024,"lang":"en","type":"letter","venue":"Proceedings of the National Academy of Sciences","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Materials science; Structural engineering; Aerospace engineering; Mechanics; Physics; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001704695,0.0002024371,0.0002230601,0.0001780262,0.0006062788,0.0008286676,0.000437324,0.001208089,0.003360553],"category_scores_gemma":[0.0005472067,0.0004259386,0.0001781731,0.00008456207,0.001059122,0.001188376,0.0007757269,0.00117301,0.001532913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002451609,"about_ca_system_score_gemma":0.000142832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002032422,"about_ca_topic_score_gemma":0.0006179971,"domain_scores_codex":[0.9999056,0.00001525116,0.000003417796,0.00001339767,0.0000388054,0.00002344256],"domain_scores_gemma":[0.9998088,0.00006588177,0.00002274298,0.00003563615,0.00002075697,0.00004612945],"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":[0.0006479399,0.0003021218,0.0007138147,0.0002150985,0.00003211991,0.001195209,0.000922475,0.01350372,0.6445183,0.2803124,0.01847251,0.0391643],"study_design_scores_gemma":[0.0002812726,0.001510823,0.002004496,0.00007511638,0.00003580925,0.0007234279,0.0004638322,0.1477318,0.6178535,0.127315,0.1018405,0.0001643935],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.83272,0.001459307,0.06541187,0.008248622,0.003399214,0.0001556087,0.0001156351,0.001437815,0.08705191],"genre_scores_gemma":[0.9464718,0.000497107,0.01260683,0.002824422,0.0002597804,0.00007170047,0.00006105813,0.0002124909,0.03699476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003360553,"threshold_uncertainty_score":0.01124215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02031581358720801,"score_gpt":0.2684934333389261,"score_spread":0.2481776197517181,"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."}}