{"id":"W7143949040","doi":"10.71465/ajbt327","title":"Biodegradable Materials in Biomedical Engineering: Prospects and Challenges","year":2021,"lang":"","type":"article","venue":"American Journal of Biotechnology","topic":"Graphene and Nanomaterials Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Biocompatible material; Drug delivery; Biomedical technology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004056892,0.0003099604,0.001057328,0.0008686705,0.00003552916,0.00004883436,0.0002958012,0.0003893813,0.00007017495],"category_scores_gemma":[0.0001415903,0.0003109618,0.00007952392,0.001184954,0.000519607,0.0001090683,0.0001348675,0.0004271367,0.000008897228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008487098,"about_ca_system_score_gemma":0.0001404927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003293136,"about_ca_topic_score_gemma":0.00001267198,"domain_scores_codex":[0.997867,0.00006878324,0.001032795,0.0003240551,0.0001815853,0.0005257617],"domain_scores_gemma":[0.9988913,0.000092027,0.0003930372,0.0003615191,0.00008804374,0.0001740868],"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":[0.00003138995,0.0001920717,0.00007994351,0.0002136472,0.0001751436,0.0003793984,0.0002209194,0.00002631025,0.9275478,0.007609238,0.00004488481,0.06347928],"study_design_scores_gemma":[0.0008992998,0.001023809,0.003042749,0.0003574111,0.00008255342,0.002304686,0.001203624,0.0001342809,0.9644104,0.0006986929,0.025434,0.0004084686],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9450828,0.04169112,0.0004670085,0.01191876,0.0006086036,0.0001190952,0.00002902302,0.00006226845,0.00002128524],"genre_scores_gemma":[0.8772007,0.1161112,0.00647229,0.00002691798,0.0001298206,0.000009808488,0.000002791463,0.00004208911,0.000004384904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07442012,"threshold_uncertainty_score":0.9999343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008785224165759793,"score_gpt":0.2023263870407083,"score_spread":0.1935411628749485,"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."}}