{"id":"W3209986591","doi":"10.18280/ijdne.160509","title":"Evaluation of Starch-Biopolymer Synthesized from Chaffs of Common Beans (Phaseolus Vulgaris)","year":2021,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Covenant University","keywords":"Starch; Biopolymer; Low-density polyethylene; Phaseolus; Materials science; Nanoparticle; Fourier transform infrared spectroscopy; Hydrolysis; Biodegradation; Chemical engineering; Food science; Nuclear chemistry; Chemistry; Composite material; Organic chemistry; Botany; Nanotechnology; Polymer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000143122,0.0003269684,0.0002029639,0.0003478291,0.0001275265,0.0002702557,0.00009948762,0.0002323596,0.0002784559],"category_scores_gemma":[0.0001661413,0.0001394259,0.000269728,0.0002626001,0.000132407,0.0002061446,0.0001548286,0.0002654258,0.00008393823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002018286,"about_ca_system_score_gemma":0.0001335789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001146015,"about_ca_topic_score_gemma":0.002536308,"domain_scores_codex":[0.9998869,0.00001794785,0.00001069477,0.0000250983,0.00004368152,0.00001572058],"domain_scores_gemma":[0.9998633,0.00002218199,0.00004222099,0.000005158684,0.00004081503,0.00002637952],"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":[0.0000291895,0.00001157547,0.000124612,0.00004932132,0.000003108247,0.00003218991,0.00001083296,0.00003032427,0.9992443,0.000007163037,0.000002989483,0.0004544714],"study_design_scores_gemma":[0.000003260826,0.0005656851,0.006343498,0.00001071978,0.00002830313,0.0001101563,0.00005783498,0.0002204499,0.9919547,0.00001148525,0.0006875628,0.000006323115],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997225,0.001253134,0.0007494306,0.00001924253,0.000008201613,0.00001826954,0.0001701908,0.00001253393,0.0005440026],"genre_scores_gemma":[0.9951532,0.0009959862,0.002114011,0.00002357338,0.000003421218,0.00002063214,0.0004092086,0.00001807679,0.001261882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001146015,"threshold_uncertainty_score":0.002278686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02930180123563585,"score_gpt":0.2816993492771441,"score_spread":0.2523975480415083,"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."}}