{"id":"W1965054628","doi":"10.1016/j.biortech.2009.11.058","title":"Starch composites reinforced by bamboo cellulosic crystals","year":2009,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":300,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Cooperative State Research, Education, and Extension Service; Natural Science Foundation of Guangdong Province; Natural Resources Canada; U.S. Department of Agriculture","keywords":"Starch; Cellulose; Materials science; Composite material; Bamboo; Sulfuric acid; Ultimate tensile strength; Composite number; Morphology (biology); Scanning electron microscope; Crystallinity; Hydrolysis; Acid hydrolysis; Chemical engineering; Chemistry; Organic chemistry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002847749,0.0002894405,0.000417769,0.0003700675,0.0003391265,0.00005624959,0.0008375588,0.0002515573,0.0002866648],"category_scores_gemma":[0.0001950718,0.0002538207,0.00006896468,0.0006395443,0.0007762926,0.0001190384,0.0003398761,0.0003211179,0.0004540575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001237322,"about_ca_system_score_gemma":0.00003340068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001427923,"about_ca_topic_score_gemma":0.000001575516,"domain_scores_codex":[0.997587,0.00006290496,0.0003844611,0.0005723948,0.0004340725,0.000959149],"domain_scores_gemma":[0.9987664,0.0001287061,0.0001406036,0.0007146004,0.000114828,0.000134876],"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":[0.00005604545,0.00004106716,0.0001598942,0.00001331427,0.000008262409,0.00002640903,0.00008020043,0.00003302571,0.9894269,0.003078026,0.004447349,0.002629475],"study_design_scores_gemma":[0.0004330743,0.0006989834,0.00009812356,0.00002557723,0.000008949796,0.00001659165,0.0002653745,0.0001212755,0.9492199,0.002249673,0.04656098,0.0003014297],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852368,0.002814252,0.003187035,0.004005938,0.00005838741,0.0004327456,0.00004830871,0.001178476,0.003038119],"genre_scores_gemma":[0.9937262,0.000143647,0.00395918,0.0002309043,0.00005404573,0.00003566744,0.0000182179,0.00002487192,0.001807267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04211364,"threshold_uncertainty_score":0.9999914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01061080109783577,"score_gpt":0.2636510455357844,"score_spread":0.2530402444379486,"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."}}