{"id":"W3133877371","doi":"10.3390/ma14051198","title":"Characterizing Mat Formation of Bamboo Fiber Composites: Horizontal Density Distribution","year":2021,"lang":"en","type":"article","venue":"Materials","topic":"Bamboo properties and applications","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Bamboo; Composite material; Materials science; Composite number; Tapering; Pressing; Fiber; Mold","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":[0.00007547473,0.00005660495,0.0001186836,0.000001632973,0.0001040406,0.00005848486,0.00005749037,0.00004080921,0.0005840744],"category_scores_gemma":[0.000007375664,0.00002341917,0.00003136151,0.00006386123,0.00001737025,0.0001156011,0.00005413052,0.00001787456,0.00007335779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001608947,"about_ca_system_score_gemma":0.000002459434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008909108,"about_ca_topic_score_gemma":0.00001942535,"domain_scores_codex":[0.9995188,0.00003686218,0.0001813753,0.00009730127,0.00006924682,0.00009646975],"domain_scores_gemma":[0.9997718,0.00001705308,0.00008127202,0.00003926568,0.00006696121,0.00002365259],"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":[0.000009439037,0.00002676443,0.0001410553,0.00001190582,0.000002254909,5.002195e-7,0.00001877656,8.12076e-8,0.9952346,0.0003073348,0.0001366072,0.004110649],"study_design_scores_gemma":[0.00003623611,0.00002720193,0.05467026,0.00001871517,0.000006134515,0.000009131397,0.00006708193,0.000004612518,0.9370127,0.00008118038,0.008009056,0.00005768056],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985447,0.00001891476,0.00001983186,0.0006600682,0.00006676596,0.0000869473,0.0003720416,0.00002523741,0.000205527],"genre_scores_gemma":[0.9981761,0.00001446774,0.00006711626,0.00006118377,0.00009949868,0.00001122681,0.00144996,4.446244e-7,0.0001200253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05822192,"threshold_uncertainty_score":0.6395205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0195712023362919,"score_gpt":0.202675806917421,"score_spread":0.1831046045811291,"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."}}