{"id":"W4206078624","doi":"10.1002/adfm.202109725","title":"Strut‐Based Cellular to Shellular Funicular Materials","year":2022,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Division of Civil, Mechanical and Manufacturing Innovation; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Homogenization (climate); Truss; Statics; Computer science; Topology (electrical circuits); Representative elementary volume; Materials science; Biological system; Structural engineering; Composite material; Microstructure; Mathematics; Classical mechanics; Physics","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":[0.0003844818,0.0003850445,0.0004866654,0.0001756879,0.0003309537,0.0000841996,0.000261294,0.00007886824,0.01341018],"category_scores_gemma":[0.00003606733,0.0004301778,0.00007310734,0.0002667972,0.00001856402,0.0002211563,0.0002031496,0.0001130259,0.00029883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002465197,"about_ca_system_score_gemma":0.00004210436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007125835,"about_ca_topic_score_gemma":8.257713e-7,"domain_scores_codex":[0.9977851,0.0001071013,0.0005872257,0.0004696019,0.0004802921,0.0005707153],"domain_scores_gemma":[0.9990928,0.00004451474,0.00009506968,0.0005161738,0.00006885263,0.0001825761],"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":[0.0001839587,0.00002868331,4.815154e-7,0.00006279836,0.00002524906,0.00002398028,0.00001343972,0.2313858,0.7618772,0.005708267,0.0004443327,0.0002459025],"study_design_scores_gemma":[0.0006983707,0.000181194,0.000024442,0.00001719809,0.00002540407,0.00001347465,0.00006126725,0.000151888,0.9272979,0.002769783,0.06827684,0.0004822607],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8909597,0.0001726131,0.09476813,0.00008675792,0.01093084,0.0007735672,0.001263486,0.0007689903,0.0002758907],"genre_scores_gemma":[0.9911563,0.0000109532,0.005677543,0.000554474,0.0004232625,0.0008669554,0.0007603935,0.0001541524,0.0003959032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2312339,"threshold_uncertainty_score":0.999815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008507056256895882,"score_gpt":0.1833538806922747,"score_spread":0.1748468244353788,"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."}}