{"id":"W4411347370","doi":"10.1007/978-1-0716-4646-5","title":"Food Waste Valorization","year":2025,"lang":"en","type":"book","venue":"Methods and protocols in food science","topic":"Food Waste Reduction and Sustainability","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Directorate for Biological Sciences; Government College University, Lahore; Adama Science and Technology University; Universidad Arturo Prat; University of Gujrat; Universitat de Lleida; University of Agriculture, Faisalabad; Indian Institute of Technology Delhi; Bacha Khan University; University of Tehran; Shiraz University; Universiti Putra Malaysia; Università degli Studi di Sassari; Consorzio Interuniversitario Nazionale per la Scienza e Tecnologia dei Materiali; University of Galway; Nova Southeastern University; JSS Academy of Higher Education and Research; Adamas University; Karpagam Academy of Higher Education; Glasgow Caledonian University; Università degli Studi di Milano; SRM Institute of Science and Technology; Rowan University; Universidad de Sevilla; University of Calcutta; Istanbul Teknik Üniversitesi; University of Minnesota; Department of Bioproducts and Biosystems Engineering, University of Minnesota; McGill University; Università degli Studi di Napoli Federico II","keywords":"Food waste; Waste management; Environmental science; Business; Pulp and paper industry; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0002896636,0.0008504235,0.0004901213,0.0009988153,0.0005758988,0.0009334152,0.0009568171,0.0005166912,0.0151495],"category_scores_gemma":[0.0001771774,0.0003712706,0.0005210524,0.001031316,0.0004057397,0.000869201,0.00100963,0.001459162,0.01042854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000493772,"about_ca_system_score_gemma":0.0005127139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005975822,"about_ca_topic_score_gemma":0.001213416,"domain_scores_codex":[0.9996721,0.00001933751,0.00001442168,0.0000956986,0.0001552785,0.00004321619],"domain_scores_gemma":[0.9999443,0.000008610375,0.000005355667,0.00001665261,0.00001953576,0.000005532666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001774941,0.0001234676,0.0001829673,0.0009688781,0.00003036042,0.0001767582,0.0001964044,0.0006630166,0.5166084,0.02677632,0.03029138,0.4238045],"study_design_scores_gemma":[0.000007346033,0.00008335343,0.0003118223,0.00005918382,0.00001432837,0.0002667452,0.00003588123,0.0004957982,0.6099403,0.002552327,0.3862181,0.00001481906],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07326221,0.03592757,0.2974096,0.001567445,0.003495342,0.0008486196,0.004362435,0.005696265,0.5774305],"genre_scores_gemma":[0.1333539,0.01975807,0.08350524,0.001120873,0.0001887186,0.0005585179,0.005090621,0.0009442642,0.7554799],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0151495,"threshold_uncertainty_score":0.05068016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05785989179879974,"score_gpt":0.3752016470023903,"score_spread":0.3173417552035906,"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."}}