{"id":"W3140947572","doi":"10.1080/14686996.2021.1907222","title":"Mechanical properties and fluid permeability of gyroid and diamond lattice structures for intervertebral devices: functional requirements and comparative analysis","year":2021,"lang":"en","type":"article","venue":"Science and Technology of Advanced Materials","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Gyroid; Diamond; Materials science; Lattice (music); Permeability (electromagnetism); Diamond cubic; Composite material; Polymer; Chemistry; Physics; Membrane","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":[],"consensus_categories":[],"category_scores_codex":[0.0001368942,0.00008756153,0.0002917591,0.000136722,0.00008424297,0.00002533973,0.00006320115,0.0000515989,0.000009617363],"category_scores_gemma":[0.00005363493,0.00007092693,0.00001298338,0.0002535755,0.0007752371,0.0001625376,0.000115296,0.00002981958,1.844154e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007925655,"about_ca_system_score_gemma":0.00001424948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003505399,"about_ca_topic_score_gemma":0.00001555016,"domain_scores_codex":[0.9993804,0.00001041778,0.0001860278,0.0002238877,0.00008920847,0.000110103],"domain_scores_gemma":[0.9996625,0.00002016535,0.00004371269,0.0001074273,0.0001393317,0.00002687627],"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":[0.000027828,0.000005103951,0.0005000744,0.0001597465,0.00006411978,2.500927e-7,0.00009782305,0.0000412946,0.9940825,0.003444425,9.693809e-7,0.001575896],"study_design_scores_gemma":[0.0002502372,0.00008342993,0.009876403,0.00001886178,0.00008073751,0.000009502339,0.0005456983,0.0005082829,0.9820759,0.006459201,0.00001913375,0.00007259068],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975038,0.001766551,0.0004407449,0.00004356759,0.00006230929,0.0001149817,0.00003247117,0.0000224806,0.00001306518],"genre_scores_gemma":[0.9958816,0.00009063153,0.00400085,0.00000599783,0.000004575976,0.000007149073,0.000004322394,0.000002346868,0.000002549968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01200655,"threshold_uncertainty_score":0.2892316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0285957168817876,"score_gpt":0.2568462528004234,"score_spread":0.2282505359186358,"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."}}