{"id":"W4406821075","doi":"10.1016/j.heliyon.2025.e42118","title":"Innovative strategies for valorization of byproducts from soybean industry: A review on status, challenges, and sustainable approaches towards zero-waste processing systems","year":2025,"lang":"en","type":"review","venue":"Heliyon","topic":"Food composition and properties","field":"Nursing","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Zero waste; Zero emission; Zero (linguistics); Waste management; Engineering; Business","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":[0.000562719,0.0005062108,0.001764714,0.0003328226,0.000166717,0.00016727,0.0001915238,0.0004957995,0.000002132049],"category_scores_gemma":[0.0002479345,0.0004008921,0.0001086987,0.0007189306,0.00008055263,0.0003026256,0.00008641269,0.0005344502,0.000001154355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001840956,"about_ca_system_score_gemma":0.0008247863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005324338,"about_ca_topic_score_gemma":0.000002470644,"domain_scores_codex":[0.9973386,0.0004387144,0.000840712,0.0006682556,0.0002844729,0.0004292778],"domain_scores_gemma":[0.9980342,0.0001316017,0.0007623049,0.0003809026,0.0006294707,0.00006152299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008591909,0.00003363981,7.025248e-8,0.4630819,0.00006675613,7.469962e-7,0.0005081369,0.00000295533,8.286331e-7,0.001940066,0.0001460603,0.534133],"study_design_scores_gemma":[0.0002377322,0.0006664807,8.0408e-7,0.4246802,0.0005469579,0.000002371236,0.00388352,0.00001476033,0.00003995344,0.000258897,0.5693048,0.0003635546],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008212416,0.9929848,0.00008739833,0.0003612265,0.000371681,0.003411437,0.000176237,0.00007890864,0.002520095],"genre_scores_gemma":[0.0005401393,0.9972596,0.0001781291,0.00007422523,0.0002531398,0.0005676511,0.0006883928,0.00006346801,0.0003753085],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5691587,"threshold_uncertainty_score":0.9998443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1355093167241358,"score_gpt":0.3267947989356627,"score_spread":0.1912854822115269,"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."}}