{"id":"W4288987402","doi":"10.1016/j.apmt.2022.101601","title":"Vibration-induced assembly of topologically interlocked materials","year":2022,"lang":"en","type":"article","venue":"Applied Materials Today","topic":"Modular Robots and Swarm Intelligence","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; Faculty of Engineering, McGill University","keywords":"Vibration; Structural engineering; Materials science; Engineering; Computer science; Physics; Acoustics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003764547,0.0001806427,0.0003704373,0.00007102126,0.00009503742,0.00004863377,0.0003155945,0.00007093917,0.007311255],"category_scores_gemma":[0.00001154723,0.0001714276,0.00003002134,0.0001082153,0.00002450448,0.00005185005,0.0001610495,0.00007819352,0.00005997306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004468215,"about_ca_system_score_gemma":0.00001527643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003625282,"about_ca_topic_score_gemma":0.000002131598,"domain_scores_codex":[0.9987336,0.00005855547,0.0005396744,0.0002135467,0.0002109058,0.0002436952],"domain_scores_gemma":[0.9994917,0.00003570833,0.00009912866,0.0003077005,0.00002253744,0.00004326025],"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":[0.00003662879,0.00002821833,9.548227e-7,0.00004784101,0.00002705148,0.000004046326,0.0002284787,0.001589564,0.9826452,0.01409837,0.0005180712,0.0007756352],"study_design_scores_gemma":[0.0001331611,0.0000704729,0.0001158507,0.000005339803,0.00001012472,0.000005934058,0.000121158,0.00003036552,0.9975325,0.00105969,0.0007237234,0.0001916312],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918737,0.00001597438,0.002800595,0.00004953407,0.001298872,0.0003406456,0.00007565087,0.0002071263,0.003337869],"genre_scores_gemma":[0.9985236,0.00001172207,0.0008626605,0.0001060533,0.0001023903,0.0002232017,0.0000600006,0.00003836793,0.00007200069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01488741,"threshold_uncertainty_score":0.9935962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01581117677158644,"score_gpt":0.2204134100496487,"score_spread":0.2046022332780623,"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."}}