{"id":"W4412815331","doi":"10.5376/jeb.2025.16.0010","title":"Research on the Development of High-Value-Added Bioproducts Based on Cordyceps Residues","year":2025,"lang":"en","type":"article","venue":"Journal of Energy Bioscience","topic":"Fungal Biology and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioproducts; Value (mathematics); Biochemical engineering; Chemistry; Biotechnology; Biology; Computer science; Engineering; Biofuel","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":[0.0003112662,0.0005954721,0.0002720036,0.0004893694,0.0001539731,0.0005935517,0.0002824536,0.0004169658,0.001207304],"category_scores_gemma":[0.0002772456,0.0001429988,0.0005707347,0.0005208213,0.0001911371,0.0008481487,0.0003752037,0.0006580831,0.000582529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003690295,"about_ca_system_score_gemma":0.000400847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003682983,"about_ca_topic_score_gemma":0.0006052122,"domain_scores_codex":[0.9998498,0.00001712032,0.00001597827,0.00003878385,0.00005126425,0.00002704896],"domain_scores_gemma":[0.9998565,0.00002033843,0.00004524258,0.00001670501,0.00003842651,0.00002273439],"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":[0.00006639698,0.0001188338,0.0005505529,0.001129011,0.00003011542,0.0002535853,0.00005666877,0.0006075548,0.9419409,0.001922081,0.0001870545,0.05313731],"study_design_scores_gemma":[0.0000115416,0.0007884025,0.002846156,0.000201402,0.00007318091,0.0004711338,0.00009113619,0.001400733,0.9545784,0.0005635246,0.03895577,0.00001867424],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8246313,0.1091714,0.04095577,0.0009000313,0.0005292202,0.0002970119,0.000493335,0.0001765847,0.02284524],"genre_scores_gemma":[0.8929349,0.05381084,0.04233517,0.0003864605,0.00007968235,0.0001130913,0.0005206111,0.00006156653,0.009757656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001207304,"threshold_uncertainty_score":0.004038811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0623494321119929,"score_gpt":0.3721986342473123,"score_spread":0.3098492021353194,"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."}}