{"id":"W4387372893","doi":"10.1016/j.jmrt.2023.10.028","title":"Structure and mechanisms of foam-like bamboo parenchyma tissue","year":2023,"lang":"en","type":"article","venue":"Journal of Materials Research and Technology","topic":"Bamboo properties and applications","field":"Agricultural and Biological Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Porosity; Bamboo; Composite material; Parenchyma; Porous medium","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004484123,0.00005483562,0.0001832168,0.00008274815,0.000120159,0.00003696519,0.0001858268,0.0001268286,0.0001622539],"category_scores_gemma":[0.00006315524,0.00001980467,0.00001000175,0.0004104755,0.0002015023,0.00004810434,0.0001772359,0.0001279639,0.000003864597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004634155,"about_ca_system_score_gemma":0.000008964825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003924942,"about_ca_topic_score_gemma":0.00002473796,"domain_scores_codex":[0.9992778,0.00004286673,0.0002197937,0.0001004724,0.0001656455,0.0001934432],"domain_scores_gemma":[0.9995323,0.00006861642,0.00009676204,0.00004184292,0.0002059474,0.00005455221],"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":[0.00002039166,0.00001162781,0.0001280639,0.00001286108,0.000007794082,0.000005542557,0.000009502488,4.593801e-8,0.9703937,0.0071452,0.0006933375,0.02157197],"study_design_scores_gemma":[0.00009814659,0.0009528625,0.004114792,0.00002427629,0.000003173265,0.000081459,0.0003960666,0.000001334997,0.8549925,0.132071,0.007220945,0.00004343848],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936413,0.0002411669,0.000003610395,0.005886858,0.00005065259,0.00009287166,0.00004820582,0.00001591065,0.0000193895],"genre_scores_gemma":[0.9989672,0.0006765877,0.0001545957,0.0000116395,0.00006207677,0.000004399709,0.000003979559,7.918663e-7,0.0001186925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1249258,"threshold_uncertainty_score":0.1776566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04680544001654562,"score_gpt":0.3018249175414582,"score_spread":0.2550194775249126,"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."}}