{"id":"W4206522071","doi":"10.1080/87559129.2021.2004161","title":"Bioprocessing of Horticultural Wastes by Solid-State Fermentation into Value-Added/Innovative Bioproducts: A Review","year":2022,"lang":"en","type":"review","venue":"Food Reviews International","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":70,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Ottawa","funders":"","keywords":"Bioproducts; Bioprocess; Biochemical engineering; Biotechnology; Solid-state fermentation; Value added; Fermentation; Chemistry; Food science; Waste management; Biology; Engineering; Biofuel; Chemical engineering; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006833627,0.00148579,0.001914258,0.002713408,0.0002337506,0.001275463,0.0007106999,0.0008850047,0.002102786],"category_scores_gemma":[0.0005485028,0.0004448254,0.0009189003,0.004108097,0.0003363326,0.0014612,0.0006691996,0.001041873,0.000976844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004005229,"about_ca_system_score_gemma":0.001161611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00110382,"about_ca_topic_score_gemma":0.002589505,"domain_scores_codex":[0.9997738,0.00002261138,0.00003647506,0.00004559178,0.00009774552,0.00002382533],"domain_scores_gemma":[0.9996811,0.0001367455,0.00006991261,0.00001022394,0.00008006352,0.00002186278],"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":[0.0001175252,0.0001403633,0.0002011551,0.05784417,0.0002897675,0.0002134601,0.00007206701,0.0007058652,0.01350047,0.002065061,0.008911981,0.9159381],"study_design_scores_gemma":[0.00004465939,0.0003500667,0.001817325,0.009873935,0.0007896055,0.0009672868,0.0001244327,0.0003146563,0.008223992,0.00152769,0.9758939,0.00007249336],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002492112,0.9990287,0.000169459,0.00004333583,0.00007740004,0.000006097339,0.0000202425,0.000004940178,0.0004007013],"genre_scores_gemma":[0.0007179122,0.9986421,0.0002375755,0.0000465502,0.0000309826,0.000004310022,0.00002747064,0.000001060481,0.0002920268],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002713408,"threshold_uncertainty_score":0.00703454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04260130748193651,"score_gpt":0.3298917068827723,"score_spread":0.2872903994008357,"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."}}