{"id":"W4408085817","doi":"10.1021/acs.biomac.4c01564","title":"Upcycling of Livestock Industry Blood Waste into Bioplastics: Plasma Protein-Based Amyloid Fibrils","year":2025,"lang":"en","type":"article","venue":"Biomacromolecules","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"China Postdoctoral Science Foundation","keywords":"Bioplastic; Amyloid fibril; Amyloid (mycology); Chemistry; Livestock; Fibril; Blood plasma; Biochemistry; Biophysics; Amyloid β; Waste management; Biology; Internal medicine; Medicine; Ecology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001402795,0.0002998633,0.0001315722,0.0001442409,0.0001450111,0.0002630873,0.0001404942,0.000221458,0.0005893152],"category_scores_gemma":[0.0001672245,0.00009374134,0.0001883485,0.0001671895,0.0001098156,0.000279901,0.000159372,0.0002647894,0.0002410611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001086284,"about_ca_system_score_gemma":0.0001589753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002367869,"about_ca_topic_score_gemma":0.000578369,"domain_scores_codex":[0.9998981,0.00001335208,0.00000793294,0.00002308268,0.00003438441,0.00002317208],"domain_scores_gemma":[0.9999135,0.00002110739,0.00002596819,0.000008758334,0.00001863677,0.0000120343],"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":[0.00001448973,0.000009537458,0.0001728399,0.00002915613,0.000001731667,0.00006267277,0.0000158074,0.00009287121,0.9974286,0.00002750055,0.0000159872,0.002128751],"study_design_scores_gemma":[8.375417e-7,0.00008180067,0.0007464917,0.000004336282,0.000003193183,0.00008456134,0.0000169807,0.0004886538,0.9977379,0.00001984907,0.0008134263,0.000001973299],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820754,0.001258176,0.01475565,0.00006666972,0.0000323182,0.00003195326,0.0001121332,0.00009886673,0.001568886],"genre_scores_gemma":[0.9855713,0.0009546572,0.01180293,0.000048046,0.00001168609,0.00001975489,0.0001293496,0.000033527,0.001428843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005893152,"threshold_uncertainty_score":0.001971424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0124395110258915,"score_gpt":0.2325658921260038,"score_spread":0.2201263811001123,"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."}}