{"id":"W4210732695","doi":"10.1016/j.matt.2022.01.002","title":"Vibration-driven fabrication of dense architectured panels","year":2022,"lang":"en","type":"article","venue":"Matter","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Fabrication; Vibration; Materials science; Structural engineering; Acoustics; Engineering; Physics; Medicine","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":[0.00008774339,0.0002302932,0.0001780055,0.0001725528,0.0001943493,0.0002979982,0.0002816603,0.0002971477,0.00146967],"category_scores_gemma":[0.0001591014,0.0002042096,0.0001294509,0.0001495253,0.0002033416,0.0002361313,0.0004029415,0.0004841612,0.0003631586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002691105,"about_ca_system_score_gemma":0.0001748974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003143954,"about_ca_topic_score_gemma":0.001201127,"domain_scores_codex":[0.9999003,0.00000574377,0.000003267169,0.00002394004,0.00004142639,0.00002524082],"domain_scores_gemma":[0.9999176,0.00002027559,0.0000164738,0.00001775539,0.00001356528,0.00001428085],"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":[0.00002058652,0.00001211108,0.00008936971,0.00002033806,0.000002953319,0.00005025608,0.00003138519,0.002211559,0.9931537,0.000528615,0.0001191818,0.003759955],"study_design_scores_gemma":[0.00001028494,0.00008289518,0.001216755,0.000003749301,0.000003079031,0.00005141103,0.00002443752,0.01734848,0.9793941,0.0002424176,0.001614359,0.000008092754],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9460077,0.0004238507,0.04591532,0.00009724766,0.0000921317,0.00002780607,0.0002195453,0.0004429996,0.006773409],"genre_scores_gemma":[0.982216,0.0001024357,0.01568271,0.00002249519,0.000006702331,0.0000140847,0.00009518001,0.00003706629,0.00182327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00146967,"threshold_uncertainty_score":0.004916549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01491472227348228,"score_gpt":0.2368445429344172,"score_spread":0.2219298206609349,"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."}}