{"id":"W4392057223","doi":"10.21203/rs.3.rs-3971192/v1","title":"Study on the Morphological Characteristics and Formation Mechanism of Thermally Modified Bamboo Milling Dust","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Textile materials and evaluations","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Bamboo; Mechanism (biology); Materials science; Chemical engineering; Composite material; Business; Physics; Engineering","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":[0.005355059,0.0001988144,0.0003372263,0.0001820547,0.0002903059,0.0004626988,0.0004589476,0.0002001943,0.0005703791],"category_scores_gemma":[0.0005134861,0.0001199587,0.00006333076,0.0001331707,0.000153511,0.00004919272,0.001619046,0.0007075362,0.0002051265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007899043,"about_ca_system_score_gemma":0.0001265819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007367714,"about_ca_topic_score_gemma":0.000007656188,"domain_scores_codex":[0.9965409,0.001086444,0.0004885633,0.000448657,0.001089375,0.0003460771],"domain_scores_gemma":[0.9982957,0.0004958131,0.0001504786,0.0006014539,0.0003865388,0.00007005427],"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":[0.0001873779,0.0005229976,0.00005360506,0.001362429,0.00004985089,0.00009621162,0.00967042,0.0003795761,0.9395012,0.04682335,0.000471179,0.0008818077],"study_design_scores_gemma":[0.002000789,0.006713822,0.06667801,0.006704802,0.0004341935,0.00007996104,0.04018582,0.06432739,0.4691183,0.3415459,0.0002349576,0.001976157],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953884,0.00007124186,0.0001978404,0.0008100323,0.0004345551,0.001832387,0.000486771,0.0000594772,0.0007192887],"genre_scores_gemma":[0.9991074,0.00007600082,0.00006283784,0.00002259257,0.0001729062,0.0004029904,0.00004338588,0.00002518518,0.00008668403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4703829,"threshold_uncertainty_score":0.6245252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2215132032486155,"score_gpt":0.4110173471457367,"score_spread":0.1895041438971211,"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."}}