{"id":"W4281554268","doi":"10.1016/j.fct.2022.113184","title":"Bioprocessing of biowaste derived from food supply chain side-streams for extraction of value added bioproducts through biorefinery approach","year":2022,"lang":"en","type":"review","venue":"Food and Chemical Toxicology","topic":"Food Waste Reduction and Sustainability","field":"Agricultural and Biological Sciences","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Biorefinery; Bioproducts; Food waste; Circular economy; Value added; Waste management; Supply chain; Food security; Business; Anaerobic digestion; Environmental science; Biofuel; Engineering; Agriculture; Economics; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0002325518,0.0004037878,0.001542642,0.00003129617,0.0001326552,0.00001890889,0.000314991,0.0006023452,0.0001055216],"category_scores_gemma":[0.0002617795,0.0001908406,0.0004701737,0.0005135662,0.0003844571,0.00007159729,0.0001951431,0.0003211907,2.361367e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007591926,"about_ca_system_score_gemma":0.00007407051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007452189,"about_ca_topic_score_gemma":0.00001245509,"domain_scores_codex":[0.9975491,0.0001902234,0.0008393844,0.0008499792,0.0001914322,0.0003799213],"domain_scores_gemma":[0.9984362,0.0005447264,0.0006759335,0.0001532139,0.00009034501,0.0000996528],"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":[0.00009104879,0.0005408526,0.000003818277,0.003862273,0.000182798,4.133281e-7,0.00008208436,5.527756e-7,0.1429437,0.0002039588,0.00004661666,0.8520419],"study_design_scores_gemma":[0.0009297613,0.006178164,0.00003213082,0.0009222749,0.0009896612,0.0001103638,0.007667417,0.0000390691,0.1704365,0.003607607,0.8078741,0.001212891],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.344221,0.6529109,0.000006371688,0.0001747188,0.0002353348,0.0009660322,0.001315074,0.00004414016,0.0001264743],"genre_scores_gemma":[0.2645872,0.7291521,0.001893457,0.00004857702,0.0007904436,0.0004904557,0.002969293,0.00001450981,0.00005387552],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.850829,"threshold_uncertainty_score":0.7782255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06437513541089372,"score_gpt":0.2887868168424084,"score_spread":0.2244116814315147,"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."}}